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@phdthesis{DBLP:phd/basesearch/Salman24,
  author       = {Mustafa S. Salman},
  title        = {Data-driven Methods for Resting-state fMRI Biomarker Discovery in
                  Mental Illness},
  school       = {Georgia Institute of Technology, Atlanta, GA, {USA}},
  year         = {2024}
}
@article{DBLP:journals/access/OrmenoMT24,
  author       = {Pablo Orme{\~{n}}o and
                  Gast{\'{o}}n M{\'{a}}rquez and
                  Carla Taramasco},
  title        = {Evaluation of Machine Learning Techniques for Classifying and Balancing
                  Data on an Unbalanced Mini-Mental State Examination Test Data Collection
                  Applied in Chile},
  journal      = {{IEEE} Access},
  volume       = {12},
  pages        = {49376--49386},
  year         = {2024}
}
@article{DBLP:journals/eswa/HuangPH24,
  author       = {Jing Huang and
                  Yang Peng and
                  Lin Hu},
  title        = {A multilayer stacking method base on {RFE-SHAP} feature selection
                  strategy for recognition of driver's mental load and emotional state},
  journal      = {Expert Syst. Appl.},
  volume       = {238},
  number       = {Part {B}},
  pages        = {121729},
  year         = {2024}
}
@article{DBLP:journals/iotj/WangICXZ24,
  author       = {Mei Wang and
                  Mohsin Ishaq and
                  Chaoyang Chen and
                  Xiaoyan Xie and
                  Jincai Zhang},
  title        = {Edge Sensing of Mental States Using a Scale-Balancing Brain-Computer
                  Interface},
  journal      = {{IEEE} Internet Things J.},
  volume       = {11},
  number       = {4},
  pages        = {6384--6395},
  year         = {2024}
}
@article{DBLP:journals/neuroimage/TrumppUK24,
  author       = {Natalie M. Trumpp and
                  Martin Ulrich and
                  Markus Kiefer},
  title        = {Experiential grounding of abstract concepts: Processing of abstract
                  mental state concepts engages brain regions involved in mentalizing,
                  automatic speech, and lip movements},
  journal      = {NeuroImage},
  volume       = {288},
  pages        = {120539},
  year         = {2024}
}
@article{DBLP:journals/peerj-cs/LiuLZMN24,
  author       = {Ivan Liu and
                  Fangyuan Liu and
                  Qi Zhong and
                  Fei Ma and
                  Shiguang Ni},
  title        = {Your blush gives you away: detecting hidden mental states with remote
                  photoplethysmography and thermal imaging},
  journal      = {PeerJ Comput. Sci.},
  volume       = {10},
  pages        = {e1912},
  year         = {2024}
}
@article{DBLP:journals/sensors/ArifWYZH24,
  author       = {Aniqa Arif and
                  Yihe Wang and
                  Rui Yin and
                  Xiang Zhang and
                  Ahmed Helmy},
  title        = {EF-Net: Mental State Recognition by Analyzing Multimodal EEG-fNIRS
                  via {CNN}},
  journal      = {Sensors},
  volume       = {24},
  number       = {6},
  pages        = {1889},
  year         = {2024}
}
@article{DBLP:journals/tomccap/GaurBSJSM24,
  author       = {Loveleen Gaur and
                  Mohan Bhandari and
                  Bhadwal Singh Shikhar and
                  NZ Jhanjhi and
                  Mohammad Shorfuzzaman and
                  Mehedi Masud},
  title        = {Explanation-Driven {HCI} Model to Examine the Mini-Mental State for
                  Alzheimer's Disease},
  journal      = {{ACM} Trans. Multim. Comput. Commun. Appl.},
  volume       = {20},
  number       = {2},
  pages        = {41:1--41:16},
  year         = {2024}
}
@inproceedings{DBLP:conf/chi/WuYPLZFWZCJXS24,
  author       = {Ruolan Wu and
                  Chun Yu and
                  Xiaole Pan and
                  Yujia Liu and
                  Ningning Zhang and
                  Yue Fu and
                  Yuhan Wang and
                  Zhi Zheng and
                  Li Chen and
                  Qiaolei Jiang and
                  Xuhai Xu and
                  Yuanchun Shi},
  title        = {MindShift: Leveraging Large Language Models for Mental-States-Based
                  Problematic Smartphone Use Intervention},
  booktitle    = {{CHI}},
  pages        = {248:1--248:24},
  publisher    = {{ACM}},
  year         = {2024}
}
@article{DBLP:journals/corr/abs-2401-09145,
  author       = {Ivan Liu and
                  Fangyuan Liu and
                  Qi Zhong and
                  Fei Ma and
                  Shiguang Ni},
  title        = {Your blush gives you away: detecting hidden mental states with remote
                  photoplethysmography and thermal imaging},
  journal      = {CoRR},
  volume       = {abs/2401.09145},
  year         = {2024}
}
@article{DBLP:journals/corr/abs-2403-03414,
  author       = {Yuanzhe Huang and
                  Saurab Faruque and
                  Minjie Wu and
                  Akiko Mizuno and
                  Eduardo Diniz and
                  Shaolin Yang and
                  George Dewitt Stetten and
                  Noah Schweitzer and
                  Hecheng Jin and
                  Linghai Wang and
                  Howard J. Aizenstein},
  title        = {Leveraging The Finite States of Emotion Processing to Study Late-Life
                  Mental Health},
  journal      = {CoRR},
  volume       = {abs/2403.03414},
  year         = {2024}
}
@article{DBLP:journals/access/JyotsnaARFN23,
  author       = {C. Jyotsna and
                  Joseph Amudha and
                  Amritanshu Ram and
                  Damiano Fruet and
                  Giandomenico Nollo},
  title        = {PredictEYE: Personalized Time Series Model for Mental State Prediction
                  Using Eye Tracking},
  journal      = {{IEEE} Access},
  volume       = {11},
  pages        = {128383--128409},
  year         = {2023}
}
@article{DBLP:journals/bspc/WangZHYXW23,
  author       = {Huiyu Wang and
                  Xin Zheng and
                  Tengteng Hao and
                  Yanwu Yu and
                  Kaili Xu and
                  Yicheng Wang},
  title        = {Research on mental load state recognition based on combined information
                  sources},
  journal      = {Biomed. Signal Process. Control.},
  volume       = {80},
  number       = {Part},
  pages        = {104341},
  year         = {2023}
}
@article{DBLP:journals/cogsci/HellerB23,
  author       = {Daphna Heller and
                  Sarah Brown{-}Schmidt},
  title        = {The Multiple Perspectives Theory of Mental States in Communication},
  journal      = {Cogn. Sci.},
  volume       = {47},
  number       = {7},
  year         = {2023}
}
@article{DBLP:journals/csse/WangWXLT23,
  author       = {Qianlei Wang and
                  Zaijun Wang and
                  Renhe Xiong and
                  Xingbin Liao and
                  Xiaojun Tan},
  title        = {A Method for Classification and Evaluation of Pilot's Mental States
                  Based on {CNN}},
  journal      = {Comput. Syst. Sci. Eng.},
  volume       = {46},
  number       = {2},
  pages        = {1999--2020},
  year         = {2023}
}
@article{DBLP:journals/ieicetd/MaedaK23,
  author       = {Satoshi Maeda and
                  Tadahiko Kimoto},
  title        = {Associating Colors with Mental States for Computer-Aided Drawing Therapy},
  journal      = {{IEICE} Trans. Inf. Syst.},
  volume       = {106},
  number       = {12},
  pages        = {2057--2068},
  year         = {2023}
}
@article{DBLP:journals/ijsr/CuccinielloSMR23,
  author       = {Ilenia Cucciniello and
                  Sara Sangiovanni and
                  Gianpaolo Maggi and
                  Silvia Rossi},
  title        = {Mind Perception in {HRI:} Exploring Users' Attribution of Mental and
                  Emotional States to Robots with Different Behavioural Styles},
  journal      = {Int. J. Soc. Robotics},
  volume       = {15},
  number       = {5},
  pages        = {867--877},
  year         = {2023}
}
@article{DBLP:journals/iot/KurebayashiMKHSI23,
  author       = {Isao Kurebayashi and
                  Koshiro Maeda and
                  Nobuyoshi Komuro and
                  Keita Hirai and
                  Hiroo Sekiya and
                  Makoto Ichikawa},
  title        = {Mental-state estimation model with time-series environmental data
                  regarding cognitive function},
  journal      = {Internet Things},
  volume       = {22},
  pages        = {100730},
  year         = {2023}
}
@article{DBLP:journals/jece/X23r,
  title        = {Retracted: {A} Recognition Method of Athletes' Mental State in Sports
                  Training Based on Support Vector Machine Model},
  journal      = {J. Electr. Comput. Eng.},
  volume       = {2023},
  pages        = {9864265:1--9864265:1},
  year         = {2023}
}
@article{DBLP:journals/jocn/RamaekersMKRTOM23,
  author       = {Johannes G. Ramaekers and
                  Pablo Mallaroni and
                  Lilian Kloft and
                  Johannes T. Reckweg and
                  Stefan W. Toennes and
                  Kim van Oorsouw and
                  Natasha L. Mason},
  title        = {Altered State of Consciousness and Mental Imagery as a Function of
                  N, N-dimethyltryptamine Concentration in Ritualistic Ayahuasca Users},
  journal      = {J. Cogn. Neurosci.},
  volume       = {35},
  number       = {9},
  pages        = {1382--1393},
  year         = {2023}
}
@article{DBLP:journals/nca/SagastibeltzaSMJM23,
  author       = {Nagore Sagastibeltza and
                  Asier Salazar{-}Ramirez and
                  Raquel Mart{\'{\i}}nez and
                  Jos{\'{e}} Luis Jodr{\'{a}} and
                  Javier Muguerza},
  title        = {Automatic detection of the mental state in responses towards relaxation},
  journal      = {Neural Comput. Appl.},
  volume       = {35},
  number       = {8},
  pages        = {5679--5696},
  year         = {2023}
}
@article{DBLP:journals/neuroimage/HandleyKC23,
  author       = {Grace Handley and
                  Jennifer T. Kubota and
                  Jasmin Cloutier},
  title        = {Reading the mind in the eyes of Black and White people: Interracial
                  contact and perceived race affects brain activity when inferring mental
                  states},
  journal      = {NeuroImage},
  volume       = {269},
  pages        = {119910},
  year         = {2023}
}
@article{DBLP:journals/neuroimage/ThomasRP23,
  author       = {Armin W. Thomas and
                  Christopher R{\'{e}} and
                  Russell A. Poldrack},
  title        = {Benchmarking explanation methods for mental state decoding with deep
                  learning models},
  journal      = {NeuroImage},
  volume       = {273},
  pages        = {120109},
  year         = {2023}
}
@article{DBLP:journals/sensors/AlreshidiBM23,
  author       = {Ibrahim Mohammad Alreshidi and
                  Desmond Bala Bisandu and
                  Irene Moulitsas},
  title        = {Illuminating the Neural Landscape of Pilot Mental States: {A} Convolutional
                  Neural Network Approach with Shapley Additive Explanations Interpretability},
  journal      = {Sensors},
  volume       = {23},
  number       = {22},
  pages        = {9052},
  year         = {2023}
}
@article{DBLP:journals/sensors/AlreshidiMJ23,
  author       = {Ibrahim Mohammad Alreshidi and
                  Irene Moulitsas and
                  Karl W. Jenkins},
  title        = {Multimodal Approach for Pilot Mental State Detection Based on {EEG}},
  journal      = {Sensors},
  volume       = {23},
  number       = {17},
  pages        = {7350},
  year         = {2023}
}
@article{DBLP:journals/sensors/KhareBGS23,
  author       = {Smith K. Khare and
                  Varun Bajaj and
                  Nikhil B. Gaikwad and
                  Ganesh Ram Sinha},
  title        = {Ensemble Wavelet Decomposition-Based Detection of Mental States Using
                  Electroencephalography Signals},
  journal      = {Sensors},
  volume       = {23},
  number       = {18},
  pages        = {7860},
  year         = {2023}
}
@article{DBLP:journals/taffco/ChenE23,
  author       = {Siyuan Chen and
                  Julien Epps},
  title        = {A High-Quality Landmarked Infrared Eye Video Dataset (IREye4Task):
                  Eye Behaviors, Insights and Benchmarks for Wearable Mental State Analysis},
  journal      = {{IEEE} Trans. Affect. Comput.},
  volume       = {14},
  number       = {4},
  pages        = {3078--3093},
  year         = {2023}
}
@article{DBLP:journals/tii/WangWLL23,
  author       = {Mei Wang and
                  Jiang Wang and
                  Yuancheng Li and
                  Huimin Lu},
  title        = {Edge Computing With Complementary Capsule Networks for Mental State
                  Detection in Underground Mining Industry},
  journal      = {{IEEE} Trans. Ind. Informatics},
  volume       = {19},
  number       = {7},
  pages        = {8508--8517},
  year         = {2023}
}
@article{DBLP:journals/tim/YanMLIWXLHW23,
  author       = {Yan Yan and
                  Liang Ma and
                  Yu{-}Shi Liu and
                  Kamen Ivanov and
                  Jia{-}Hong Wang and
                  Jing Xiong and
                  Ang Li and
                  Yini He and
                  Lei Wang},
  title        = {Topological EEG-Based Functional Connectivity Analysis for Mental
                  Workload State Recognition},
  journal      = {{IEEE} Trans. Instrum. Meas.},
  volume       = {72},
  pages        = {1--14},
  year         = {2023}
}
@article{DBLP:journals/tsmc/LeeJYKL23,
  author       = {Dae{-}Hyeok Lee and
                  Ji{-}Hoon Jeong and
                  Baek{-}Woon Yu and
                  Tae{-}Eui Kam and
                  Seong{-}Whan Lee},
  title        = {Autonomous System for EEG-Based Multiple Abnormal Mental States Classification
                  Using Hybrid Deep Neural Networks Under Flight Environment},
  journal      = {{IEEE} Trans. Syst. Man Cybern. Syst.},
  volume       = {53},
  number       = {10},
  pages        = {6426--6437},
  year         = {2023}
}
@article{DBLP:journals/wpc/YadavTTSDDPS23,
  author       = {Sumit Kumar Yadav and
                  Pradeep Kumar Tiwari and
                  Animesh Tripathi and
                  Uttam K. Sharma and
                  Pratibha Dixit and
                  Arunesh Dutt and
                  Shiv Prakash and
                  Narendra Kumar Shukla},
  title        = {Comparative Analysis of Signal Processing Techniques for Mental State
                  Recognition in Brain-Computer Interfaces {(BCI)}},
  journal      = {Wirel. Pers. Commun.},
  volume       = {131},
  number       = {3},
  pages        = {1569--1592},
  year         = {2023}
}
@article{DBLP:journals/wpc/YadavTTSDDPS23a,
  author       = {Sohan Kumar Yadav and
                  Pradeep Kumar Tiwari and
                  Animesh Tripathi and
                  Uttam K. Sharma and
                  Pratibha Dixit and
                  Arunesh Dutt and
                  Shiv Prakash and
                  Narendra Kumar Shukla},
  title        = {Correction to: Comparative Analysis of Signal Processing Techniques
                  for Mental State Recognition in Brain-Computer Interfaces {(BCI)}},
  journal      = {Wirel. Pers. Commun.},
  volume       = {131},
  number       = {3},
  pages        = {1593},
  year         = {2023}
}
@inproceedings{DBLP:conf/adma/GanYDQLY23,
  author       = {Mengjiao Gan and
                  Jianxing Yu and
                  Xiao Dong and
                  Shuang Qiu and
                  Wei Liu and
                  Jian Yin},
  title        = {Generating Enlightened Suggestions Based on Mental State Evolution
                  for Emotional Support Conversation},
  booktitle    = {{ADMA} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {14176},
  pages        = {324--338},
  publisher    = {Springer},
  year         = {2023}
}
@inproceedings{DBLP:conf/bci3/KweonSK23,
  author       = {Young{-}Seok Kweon and
                  Gi{-}Hwan Shin and
                  Heon{-}Gyu Kwak},
  title        = {Development of Personalized Sleep Induction System based on Mental
                  States},
  booktitle    = {{BCI}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/bic/WangCJWW23,
  author       = {Zhengli Wang and
                  Zhenxiang Chen and
                  Xiaoqing Jiang and
                  Peicheng Wang and
                  Hucheng Wang},
  title        = {Prediction method for college student's mental health state based
                  on association rules},
  booktitle    = {{BIC}},
  pages        = {367--371},
  publisher    = {{ACM}},
  year         = {2023}
}
@inproceedings{DBLP:conf/chi/BergerKBBW23,
  author       = {Christoph Berger and
                  Michael Thomas Knierim and
                  Ivo Benke and
                  Karen Bartholomeyczik and
                  Christof Weinhardt},
  title        = {InterFlowCeption: Foundations for Technological Enhancement of Interoception
                  to Foster Flow States during Mental Work: About the potential of technologically
                  supported body awareness to promote flow experiences during mental
                  work},
  booktitle    = {{CHI} Extended Abstracts},
  pages        = {184:1--184:8},
  publisher    = {{ACM}},
  year         = {2023}
}
@inproceedings{DBLP:conf/chi/LingelbachDV23,
  author       = {Katharina Lingelbach and
                  Daniel Diers and
                  Mathias Vukelic},
  title        = {Towards User-Aware {VR} Learning Environments: Combining Brain-Computer
                  Interfaces with Virtual Reality for Mental State Decoding},
  booktitle    = {{CHI} Extended Abstracts},
  pages        = {292:1--292:8},
  publisher    = {{ACM}},
  year         = {2023}
}
@inproceedings{DBLP:conf/cogsci/AsabaDLJ23,
  author       = {Mika Asaba and
                  Isaac Davis and
                  Julia A. Leonard and
                  Julian Jara{-}Ettinger},
  title        = {Detecting social biases using mental state inference},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/cogsci/BioK23a,
  author       = {Branden J. Bio and
                  Sangeet Khemlani},
  title        = {Omniscience errors in mental state reasoning},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/cogsci/DietzOLLG23,
  author       = {Griffin Dietz and
                  Joseph Outa and
                  Lauren Lowe and
                  James A. Landay and
                  Hyowon Gweon},
  title        = {Theory of {AI} Mind: How adults and children reason about the "mental
                  states" of conversational {AI}},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/cogsci/ShahNGS23,
  author       = {Urvi Shah and
                  Emily M. Neer and
                  Siobhan Sive Glynn and
                  Catherine M. Sandhofer},
  title        = {The association between types of caregiver mental state language and
                  toddler perspective-taking},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/cogsci/WangS0Z23,
  author       = {Haiyang Wang and
                  Xin Song and
                  Bin Zhou and
                  Xuechen Zhao},
  title        = {Incorporating Mental State into Contrastive Learning for Fine-grained
                  Implicit Hate Speech Classification},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/cvpr/SrivastavaST23,
  author       = {Dhruv Srivastava and
                  Aditya Kumar Singh and
                  Makarand Tapaswi},
  title        = {How You Feelin'? Learning Emotions and Mental States in Movie Scenes},
  booktitle    = {{CVPR}},
  pages        = {2517--2528},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/eurocon/ColafiglioLSFNS23,
  author       = {Tommaso Colafiglio and
                  Domenico Lof{\`{u}} and
                  Paolo Sorino and
                  Fabrizio Festa and
                  Tommaso Di Noia and
                  Eugenio Di Sciascio},
  title        = {Exploring the Mental State Intersection by Brain-Computer Interfaces,
                  Cellular Automata and Biofeedback},
  booktitle    = {{EUROCON}},
  pages        = {461--466},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/hai/ThellmanAADHNNW23,
  author       = {Sam Thellman and
                  Olle Agesk{\"{a}}r and
                  Ida Allander and
                  Markus Degerstedt and
                  Olof Hyland and
                  Philip Nguyen and
                  Hilda N{\"{a}}{\"{a}}s and
                  Nils Wickman and
                  Tom Ziemke},
  title        = {A Survey of Attributions and Preferences Regarding Higher-Order Mental
                  States in Artificial Agents},
  booktitle    = {{HAI}},
  pages        = {97--104},
  publisher    = {{ACM}},
  year         = {2023}
}
@inproceedings{DBLP:conf/icccnt/DasC23,
  author       = {Nilotpal Das and
                  Monisha Chakraborty},
  title        = {Machine Learning-Driven Threshold Optimization for Wavelet Packet
                  Denoising in EEG-Based Mental State Classification},
  booktitle    = {{ICCCNT}},
  pages        = {1--7},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/icmi/GenaMLLV23,
  author       = {Cristina Gena and
                  Francesca Manini and
                  Antonio Lieto and
                  Alberto Lillo and
                  Fabiana Vernero},
  title        = {Can empathy affect the attribution of mental states to robots?},
  booktitle    = {{ICMI}},
  pages        = {94--103},
  publisher    = {{ACM}},
  year         = {2023}
}
@inproceedings{DBLP:conf/iui/GenaC23,
  author       = {Cristina Gena and
                  Sara Capecchi},
  title        = {Mental State Attribution to Educational Robots: An Experience with
                  Children in Primary School 235-242},
  booktitle    = {{IUI} Workshops},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3359},
  pages        = {235--242},
  publisher    = {CEUR-WS.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/kodis/Rostamigiv023,
  author       = {Maryam Rostamigiv and
                  Shakil M. Khan},
  title        = {Explaining Agent Behaviour via Causal Analysis of Mental States},
  booktitle    = {KoDis+CAKR@KR},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3548},
  publisher    = {CEUR-WS.org},
  year         = {2023}
}
@inproceedings{DBLP:conf/mlsp/KopparapuBS23,
  author       = {Sai Krishna Kopparapu and
                  Debanjali Bhattacharya and
                  Neelam Sinha},
  title        = {Spatial Encoding of {EEG} Brain Wave Signals to Predict Student's
                  Mental State During E-Learning},
  booktitle    = {{MLSP}},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/ro-man/DossettLTMSTPH23,
  author       = {Benjamin Dossett and
                  Weston Laity and
                  Maisey Toczek and
                  Robel Mamo and
                  Jordan Sinclair and
                  Nicole Train and
                  Daniel E. Pittman and
                  Kerstin Sophie Haring},
  title        = {Evaluating the Effectiveness of Iconography for Representing Robot
                  Mental States in the Build-A-Bot Platform\({}^{\mbox{*}}\)},
  booktitle    = {{RO-MAN}},
  pages        = {966--973},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/ro-man/StaffaD23,
  author       = {Mariacarla Staffa and
                  Lorenzo D'Errico},
  title        = {Can a robot elicit emotions? {A} Global Optimization Model to attribute
                  mental states to human users in HRI\({}^{\mbox{*}}\)},
  booktitle    = {{RO-MAN}},
  pages        = {863--868},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/smap/ChrysanthakopoulouDTM23,
  author       = {Amalia Chrysanthakopoulou and
                  Elias Dritsas and
                  Maria Trigka and
                  Phivos Mylonas},
  title        = {An EEG-Based Application for Real-Time Mental State Recognition in
                  Adaptive E-Learning Environment},
  booktitle    = {{SMAP}},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2023}
}
@inproceedings{DBLP:conf/smc/ColafiglioSLLNN23,
  author       = {Tommaso Colafiglio and
                  Paolo Sorino and
                  Domenico Lof{\`{u}} and
                  Angela Lombardi and
                  Fedelucio Narducci and
                  Tommaso Di Noia},
  title        = {Combining Mental States Recognition and Machine Learning for Neurorehabilitation},
  booktitle    = {{SMC}},
  pages        = {3848--3853},
  publisher    = {{IEEE}},
  year         = {2023}
}
@article{DBLP:journals/corr/abs-2303-03927,
  author       = {Cristina Gena and
                  Sara Capecchi},
  title        = {Mental state attribution to educational robots: an experience with
                  children in primary school},
  journal      = {CoRR},
  volume       = {abs/2303.03927},
  year         = {2023}
}
@article{DBLP:journals/corr/abs-2304-05634,
  author       = {Dhruv Srivastava and
                  Aditya Kumar Singh and
                  Makarand Tapaswi},
  title        = {How you feelin'? Learning Emotions and Mental States in Movie Scenes},
  journal      = {CoRR},
  volume       = {abs/2304.05634},
  year         = {2023}
}
@article{DBLP:journals/corr/abs-2309-02897,
  author       = {Cristina Gena and
                  Francesca Manini and
                  Antonio Lieto and
                  Alberto Lillo and
                  Fabiana Vernero},
  title        = {Can empathy affect the attribution of mental states to robots?},
  journal      = {CoRR},
  volume       = {abs/2309.02897},
  year         = {2023}
}
@article{DBLP:journals/corr/abs-2309-16639,
  author       = {Ruolan Wu and
                  Chun Yu and
                  Xiaole Pan and
                  Yujia Liu and
                  Ningning Zhang and
                  Yue Fu and
                  Yuhan Wang and
                  Zhi Zheng and
                  Li Chen and
                  Qiaolei Jiang and
                  Xuhai Xu and
                  Yuanchun Shi},
  title        = {MindShift: Leveraging Large Language Models for Mental-States-Based
                  Problematic Smartphone Use Intervention},
  journal      = {CoRR},
  volume       = {abs/2309.16639},
  year         = {2023}
}
@phdthesis{DBLP:phd/es/Cifuentes22,
  author       = {Diana Ram{\'{\i}}rez{-}Cifuentes},
  title        = {A data driven framework for mental health states assessment in social
                  platforms},
  school       = {Pompeu Fabra University, Spain},
  year         = {2022}
}
@phdthesis{DBLP:phd/tr/Degirmendereli22,
  author       = {Gonul Gunal Degirmendereli},
  title        = {An information-theoretic representation of human brain for decoding
                  mental states of complex problem solving (Karma{\c{s}}{\i}k Problem
                  {\c{C}}{\"{o}}zmenin Zihinsel Durumlar{\i}n{\i}n Bilgi Teorisiyle
                  Temsili)},
  school       = {Middle East Technical University, Turkey},
  year         = {2022}
}
@phdthesis{DBLP:phd/us/Qiu22,
  author       = {Liang Qiu},
  title        = {Conversational Modeling with Human Values, Social Relations, Mental
                  States, and Structure Learning},
  school       = {University of California, Los Angeles, {USA}},
  year         = {2022}
}
@article{DBLP:journals/cbm/AndersA22,
  author       = {Christoph Anders and
                  Bert Arnrich},
  title        = {Wearable electroencephalography and multi-modal mental state classification:
                  {A} systematic literature review},
  journal      = {Comput. Biol. Medicine},
  volume       = {150},
  pages        = {106088},
  year         = {2022}
}
@article{DBLP:journals/cmpb/QiaoCZ22,
  author       = {Hezhe Qiao and
                  Lin Chen and
                  Fan Zhu},
  title        = {Ranking convolutional neural network for Alzheimer's disease mini-mental
                  state examination prediction at multiple time-points},
  journal      = {Comput. Methods Programs Biomed.},
  volume       = {213},
  pages        = {106503},
  year         = {2022}
}
@article{DBLP:journals/data/PangKHWT22,
  author       = {Nicholas Tze Ping Pang and
                  Assis Kamu and
                  Chong Mun Ho and
                  Walton Wider and
                  Mathias Wen Leh Tseu},
  title        = {An Analysis by State on The Effect of Movement Control Order {(MCO)}
                  3.0 Due to {COVID-19} on Malaysians' Mental Health: Evidence from
                  Google Trends},
  journal      = {Data},
  volume       = {7},
  number       = {11},
  pages        = {163},
  year         = {2022}
}
@article{DBLP:journals/entcom/MachadoF22,
  author       = {Fabiana S. V. Machado and
                  Anselmo Frizera},
  title        = {Assessing the mental state of attention using a neurofeedback system
                  and serious game tool},
  journal      = {Entertain. Comput.},
  volume       = {43},
  pages        = {100492},
  year         = {2022}
}
@article{DBLP:journals/fdgth/AlimMarvastiKHCLSM22,
  author       = {Ali Alim{-}Marvasti and
                  Narayan Kuleindiren and
                  Kirsten Harvey and
                  Matteo Ciocca and
                  Aaron Lin and
                  Hamzah Selim and
                  Mohammad Mahmud},
  title        = {Validation of a rapid remote digital test for impaired cognition using
                  clinical dementia rating and mini-mental state examination: An observational
                  research study},
  journal      = {Frontiers Digit. Health},
  volume       = {4},
  year         = {2022}
}
@article{DBLP:journals/ijst/LanCY22,
  author       = {Xiang Lan and
                  Zhongwang Cao and
                  Le Yu},
  title        = {Analyzing the mental states of the sports student based on augmentative
                  communication with human-computer interaction},
  journal      = {Int. J. Speech Technol.},
  volume       = {25},
  number       = {2},
  pages        = {355--365},
  year         = {2022}
}
@article{DBLP:journals/ipm/YangZA22,
  author       = {Kailai Yang and
                  Tianlin Zhang and
                  Sophia Ananiadou},
  title        = {A mental state Knowledge-aware and Contrastive Network for early stress
                  and depression detection on social media},
  journal      = {Inf. Process. Manag.},
  volume       = {59},
  number       = {4},
  pages        = {102961},
  year         = {2022}
}
@article{DBLP:journals/jocn/KragelHL22,
  author       = {Philip A. Kragel and
                  Ahmad R. Hariri and
                  Kevin S. LaBar},
  title        = {The Temporal Dynamics of Spontaneous Emotional Brain States and Their
                  Implications for Mental Health},
  journal      = {J. Cogn. Neurosci.},
  volume       = {34},
  number       = {5},
  pages        = {715--728},
  year         = {2022}
}
@article{DBLP:journals/join/ZhongY22,
  author       = {Qiang Zhong and
                  Qingling Yang},
  title        = {Analyzing the Mental States of the Sports Student Based on Augmentative
                  Communication with Human-Computer Interaction},
  journal      = {J. Interconnect. Networks},
  volume       = {22},
  number       = {Supp-01},
  pages        = {2141006:1--2141006:17},
  year         = {2022}
}
@article{DBLP:journals/mima/Baysan22,
  author       = {Umut Baysan},
  title        = {Are Propositional Attitudes Mental States?},
  journal      = {Minds Mach.},
  volume       = {32},
  number       = {3},
  pages        = {417--432},
  year         = {2022}
}
@article{DBLP:journals/neuroimage/KieferPT22,
  author       = {Markus Kiefer and
                  Lena Pielke and
                  Natalie M. Trumpp},
  title        = {Differential temporo-spatial pattern of electrical brain activity
                  during the processing of abstract concepts related to mental states
                  and verbal associations},
  journal      = {NeuroImage},
  volume       = {252},
  pages        = {119036},
  year         = {2022}
}
@article{DBLP:journals/pervasive/DohertyMSV22,
  author       = {Gavin Doherty and
                  Mirco Musolesi and
                  Akane Sano and
                  Thomas Vaessen},
  title        = {Mental State, Mood, and Emotion},
  journal      = {{IEEE} Pervasive Comput.},
  volume       = {21},
  number       = {2},
  pages        = {8--9},
  year         = {2022}
}
@article{DBLP:journals/pervasive/DohertyMSV22a,
  author       = {Gavin Doherty and
                  Mirco Musolesi and
                  Akane Sano and
                  Thomas Vaessen},
  title        = {Mental State, Mood, and Emotion (Part 2)},
  journal      = {{IEEE} Pervasive Comput.},
  volume       = {21},
  number       = {4},
  pages        = {44--45},
  year         = {2022}
}
@article{DBLP:journals/tamd/CuiJHZOPK22,
  author       = {Jin Cui and
                  Xuanyu Jin and
                  Hua Hu and
                  Li Zhu and
                  Kenji Ozawa and
                  Gang Pan and
                  Wanzeng Kong},
  title        = {Dynamic Distribution Alignment With Dual-Subspace Mapping for Cross-Subject
                  Driver Mental State Detection},
  journal      = {{IEEE} Trans. Cogn. Dev. Syst.},
  volume       = {14},
  number       = {4},
  pages        = {1705--1716},
  year         = {2022}
}
@article{DBLP:journals/tamd/IwashitaI22,
  author       = {Motoko Iwashita and
                  Makiko Ishikawa},
  title        = {Buddy System: An Adaptive Mental State Support System Based on Active
                  Inference and Free-Energy Principles},
  journal      = {{IEEE} Trans. Cogn. Dev. Syst.},
  volume       = {14},
  number       = {3},
  pages        = {1245--1257},
  year         = {2022}
}
@article{DBLP:journals/titb/HanLLZY22,
  author       = {Jianda Han and
                  Jiewei Lu and
                  Jianeng Lin and
                  Song Zhang and
                  Ningbo Yu},
  title        = {A Functional Region Decomposition Method to Enhance fNIRS Classification
                  of Mental States},
  journal      = {{IEEE} J. Biomed. Health Informatics},
  volume       = {26},
  number       = {11},
  pages        = {5674--5683},
  year         = {2022}
}
@article{DBLP:journals/tpc/JonesW22,
  author       = {Natasha N. Jones and
                  Miriam F. Williams},
  title        = {Archives, Rhetorical Absence, and Critical Imagination: Examining
                  Black Women's Mental Health Narratives at Virginia's Central State
                  Hospital},
  journal      = {{IEEE} Trans. Prof. Commun.},
  volume       = {65},
  number       = {1},
  pages        = {179--196},
  year         = {2022}
}
@inproceedings{DBLP:conf/IEEEicci/Hiraishi22,
  author       = {Hironori Hiraishi},
  title        = {Reproduction of mental states in driving using a visual filter},
  booktitle    = {ICCI*CC},
  pages        = {106--109},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/acii/TakanoMNMK22,
  author       = {Fuko Takano and
                  Hiroaki Mano and
                  Yusuke Nishii and
                  Jungo Miyazaki and
                  Takatsune Kumada},
  title        = {Mental State Estimation System for Virtual Meetings with Auditory
                  Modulation},
  booktitle    = {{ACIIW}},
  pages        = {1--3},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/aiccsa/DlaminiSS22,
  author       = {Gcinizwe Dlamini and
                  Karina Singatullina and
                  Giancarlo Succi},
  title        = {Towards understanding the impact of mental states on software development
                  using {EEG}},
  booktitle    = {{AICCSA}},
  pages        = {1--2},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/bci3/AlimardaniG22,
  author       = {Maryam Alimardani and
                  Diana{-}Eliza Gherman},
  title        = {Individual Differences in Motor Imagery BCIs: a Study of Gender, Mental
                  States and Mu Suppression},
  booktitle    = {{BCI}},
  pages        = {1--7},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/bci3/KweonS22,
  author       = {Young{-}Seok Kweon and
                  Gi{-}Hwan Shin},
  title        = {Possibility of Sleep Induction using Auditory Stimulation based on
                  Mental States},
  booktitle    = {{BCI}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/ccwc/EasttomA22,
  author       = {Chuck Easttom and
                  Izzat Alsmadi},
  title        = {A Comparitive Study of Machine Learning Algorithms for Identifying
                  Mental States from {EEG} Recordings},
  booktitle    = {{CCWC}},
  pages        = {644--648},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/determined/PiccinelliBPRFV22,
  author       = {Enrico Piccinelli and
                  Gianfranco Butera and
                  Mara Pilati and
                  Micol Rebonato and
                  Roberto Formigari and
                  Marin Verrengia and
                  Alberto Testa and
                  Gianluigi Perri and
                  Umberto Morbiducci and
                  Marco Agostino Deriu and
                  Lorenzo Galletti},
  title        = {The neurodevelopmental and mental health outcomes in children with
                  single ventricle physiology and Fontan circulation: a state-ofthe-art
                  review and future directions},
  booktitle    = {{DETERMINED}},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3363},
  pages        = {147--154},
  publisher    = {CEUR-WS.org},
  year         = {2022}
}
@inproceedings{DBLP:conf/embc/IslamL22a,
  author       = {Monira Islam and
                  Tan Lee},
  title        = {Multivariate Empirical Mode Decomposition of {EEG} for Mental State
                  Detection at Localized Brain Lobes},
  booktitle    = {{EMBC}},
  pages        = {3694--3697},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/ftc/Jung22,
  author       = {Ayeon Jung},
  title        = {Recognizing Mental States when Diagnosing Psychiatric Patients via
                  {BCI} and Machine Learning},
  booktitle    = {{FTC} {(1)}},
  series       = {Lecture Notes in Networks and Systems},
  volume       = {559},
  pages        = {644--655},
  publisher    = {Springer},
  year         = {2022}
}
@inproceedings{DBLP:conf/hci/AshtonF22,
  author       = {Hal Ashton and
                  Matija Franklin},
  title        = {A Method to Check that Participants Really are Imagining Artificial
                  Minds When Ascribing Mental States},
  booktitle    = {{HCI} {(49)}},
  series       = {Communications in Computer and Information Science},
  volume       = {1655},
  pages        = {470--474},
  publisher    = {Springer},
  year         = {2022}
}
@inproceedings{DBLP:conf/hci/KuraokaH22,
  author       = {Hiroyuki Kuraoka and
                  Mitsuo Hinoue},
  title        = {Effects of Different Instructions on Subjective Flow State and Physiological
                  Responses Induced by the Same Mental Task},
  booktitle    = {{HCI} {(41)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13516},
  pages        = {552--562},
  publisher    = {Springer},
  year         = {2022}
}
@inproceedings{DBLP:conf/icaai/AlreshidiMJ22,
  author       = {Ibrahim Mohammad Alreshidi and
                  Irene Moulitsas and
                  Karl W. Jenkins},
  title        = {Miscellaneous {EEG} Preprocessing and Machine Learning for Pilots'
                  Mental States Classification: Implications},
  booktitle    = {{ICAAI}},
  pages        = {29--39},
  publisher    = {{ACM}},
  year         = {2022}
}
@inproceedings{DBLP:conf/icra/BellA22,
  author       = {John Bell and
                  H. Harry Asada},
  title        = {Monitoring the Mental State of Cooperativeness for Guiding an Elderly
                  Person in Sit-to-Stand Assistance},
  booktitle    = {{ICRA}},
  pages        = {6465--6471},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/icwsm/MatherPKCGWD22,
  author       = {Brodie Mather and
                  Ian Perera and
                  Vera A. Kazakova and
                  Daniel E. Capecci and
                  Muskan Garg and
                  Damon L. Woodard and
                  Bonnie J. Dorr},
  title        = {Vision: Explainable Hidden Mental States as Influence Indicators},
  booktitle    = {{ICWSM} Workshops},
  year         = {2022}
}
@inproceedings{DBLP:conf/ifuzzy/HeCK22,
  author       = {Congying He and
                  Yang Chang and
                  Li{-}Wei Ko},
  title        = {Brain-Computer Interface for Multi-Parameter Mental State Evaluation},
  booktitle    = {iFUZZY},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/ijcnn/KumarN22,
  author       = {Sachin Kumar and
                  Zairu Nisha},
  title        = {Does Social Media Feed Tell about Your Mental State? {A} Deep Randomised
                  Neural Network Approach},
  booktitle    = {{IJCNN}},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/ispe/XiaLCKL22,
  author       = {Ziqing Xia and
                  Cherng En Lee and
                  Chun{-}Hsien Chen and
                  Jo{-}Yu Kuo and
                  Kendrik Yan Hong Lim},
  title        = {Mental States and Cognitive Performance Monitoring for User-Centered
                  e-Learning System: {A} Case Study},
  booktitle    = {{TE}},
  series       = {Advances in Transdisciplinary Engineering},
  volume       = {28},
  pages        = {648--657},
  publisher    = {{IOS} Press},
  year         = {2022}
}
@inproceedings{DBLP:conf/kes/NishikawaMT22,
  author       = {Reina Nishikawa and
                  Hirokazu Miura and
                  Hirokazu Taki},
  title        = {Analysis of cerebral blood flow state during a mental rotation task
                  to assess spatial perception ability},
  booktitle    = {{KES}},
  series       = {Procedia Computer Science},
  volume       = {207},
  pages        = {4055--4064},
  publisher    = {Elsevier},
  year         = {2022}
}
@inproceedings{DBLP:conf/kst/RahmanSKFNIm22,
  author       = {Ahnaf Akif Rahman and
                  Muntequa Imtiaz Siraji and
                  Lamim Ibtisam Khalid and
                  Fahim Faisal and
                  Mirza Muntasir Nishat and
                  Mohammad Rakibul Islam and
                  Nchouwat Ndumgouo Ibrahim moubarak},
  title        = {Detection of Mental State from {EEG} Signal Data: An Investigation
                  with Machine Learning Classifiers},
  booktitle    = {{KST}},
  pages        = {152--156},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/metroxraine/SajnoBNR22,
  author       = {Elena Sajno and
                  Andrea Beretta and
                  Nicole Novielli and
                  Giuseppe Riva},
  title        = {Follow the Flow: {A} Prospective on the On-Line Detection of Flow
                  Mental State through Machine Learning},
  booktitle    = {MetroXRAINE},
  pages        = {217--222},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/mm/NakamotoAKYA22,
  author       = {Kei Nakamoto and
                  Sosuke Amano and
                  Hiroaki Karasawa and
                  Yoko Yamakata and
                  Kiyoharu Aizawa},
  title        = {Prediction of Mental State from Food Images},
  booktitle    = {CEA++@MM},
  pages        = {21--28},
  publisher    = {{ACM}},
  year         = {2022}
}
@inproceedings{DBLP:conf/ro-man/SiriATCDW22,
  author       = {Giulia Siri and
                  Abdulaziz Abubshait and
                  Davide De Tommaso and
                  Pasquale Cardellicchio and
                  Alessandro D'Ausilio and
                  Agnieszka Wykowska},
  title        = {Perceptions of a robot's mental states influence performance in a
                  collaborative task for males and females differently},
  booktitle    = {{RO-MAN}},
  pages        = {1238--1243},
  publisher    = {{IEEE}},
  year         = {2022}
}
@inproceedings{DBLP:conf/sigdial/0001ZLLSYZ22,
  author       = {Liang Qiu and
                  Yizhou Zhao and
                  Yuan Liang and
                  Pan Lu and
                  Weiyan Shi and
                  Zhou Yu and
                  Song{-}Chun Zhu},
  title        = {Towards Socially Intelligent Agents with Mental State Transition and
                  Human Value},
  booktitle    = {{SIGDIAL}},
  pages        = {146--158},
  publisher    = {Association for Computational Linguistics},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2201-11197,
  author       = {Peter Washington and
                  Onur Cezmi Mutlu and
                  Aaron Kline and
                  Kelley M. Paskov and
                  Nate Tyler Stockham and
                  Brianna Sierra Chrisman and
                  Nick Deveaux and
                  Mourya Surhabi and
                  Nick Haber and
                  Dennis P. Wall},
  title        = {Challenges and Opportunities for Machine Learning Classification of
                  Behavior and Mental State from Images},
  journal      = {CoRR},
  volume       = {abs/2201.11197},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2203-00516,
  author       = {Guodong Chen and
                  Hayden S. Helm and
                  Kate Lytvynets and
                  Weiwei Yang and
                  Carey E. Priebe},
  title        = {Mental State Classification Using Multi-graph Features},
  journal      = {CoRR},
  volume       = {abs/2203.00516},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2205-07443,
  author       = {Shakil M. Khan},
  title        = {Behaviour Explanation via Causal Analysis of Mental States: {A} Preliminary
                  Report},
  journal      = {CoRR},
  volume       = {abs/2205.07443},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2205-15581,
  author       = {Armin W. Thomas and
                  Christopher R{\'{e}} and
                  Russell A. Poldrack},
  title        = {Comparing interpretation methods in mental state decoding analyses
                  with deep learning models},
  journal      = {CoRR},
  volume       = {abs/2205.15581},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2210-08879,
  author       = {Anthony Favier and
                  Shashank Shekhar and
                  Rachid Alami},
  title        = {Robust Planning for Human-Robot Joint Tasks with Explicit Reasoning
                  on Human Mental State},
  journal      = {CoRR},
  volume       = {abs/2210.08879},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2212-05669,
  author       = {Young{-}Seok Kweon and
                  Gi{-}Hwan Shin and
                  Heon{-}Gyu Kwak},
  title        = {Development of Personalized Sleep Induction System based on Mental
                  States},
  journal      = {CoRR},
  volume       = {abs/2212.05669},
  year         = {2022}
}
@article{DBLP:journals/jece/Li22b,
  title        = {A Recognition Method of Athletes' Mental State in Sports Training
                  Based on Support Vector Machine Model},
  journal      = {J. Electr. Comput. Eng.},
  volume       = {2022},
  pages        = {1566664:1--1566664:9},
  year         = {2022},
  note         = {Withdrawn.}
}
@book{DBLP:phd/dnb/Raduntz21,
  author       = {Thea Rad{\"{u}}ntz},
  title        = {Biophysiological Mental-State Monitoring during Human-Computer Interaction},
  year         = {2021}
}
@phdthesis{DBLP:phd/dnb/Zhang21,
  author       = {Xixie Zhang},
  title        = {Driver mental states detection during highly automated driving by
                  decoding brain signals},
  school       = {Technical University of Berlin, Germany},
  year         = {2021}
}
@phdthesis{DBLP:phd/hal/Cattai21,
  author       = {Tiziana Cattai},
  title        = {Leveraging brain connectivity networks to detect mental states during
                  motor imagery. (R{\'{e}}seaux de connectivit{\'{e}} cerebrale
                  pour d{\'{e}}tecter les {\'{e}}tats mentaux lors de l'imagerie
                  motrice)},
  school       = {Sorbonne University, Paris, France},
  year         = {2021}
}
@article{DBLP:journals/access/PengN21,
  author       = {Shimeng Peng and
                  Katashi Nagao},
  title        = {Recognition of Students' Mental States in Discussion Based on Multimodal
                  Data and its Application to Educational Support},
  journal      = {{IEEE} Access},
  volume       = {9},
  pages        = {18235--18250},
  year         = {2021}
}
@article{DBLP:journals/computers/KimmatkarB21,
  author       = {Nisha Vishnupant Kimmatkar and
                  B. Vijaya Babu},
  title        = {Novel Approach for Emotion Detection and Stabilizing Mental State
                  by Using Machine Learning Techniques},
  journal      = {Comput.},
  volume       = {10},
  number       = {3},
  pages        = {37},
  year         = {2021}
}
@article{DBLP:journals/displays/WangHLZ21,
  author       = {Yuzhen Wang and
                  Yanqun Huang and
                  Jutao Li and
                  Jie Zhang},
  title        = {The effect of mobile applications' initial loading pages on users'
                  mental state and behavior},
  journal      = {Displays},
  volume       = {68},
  pages        = {102007},
  year         = {2021}
}
@article{DBLP:journals/entcom/FrancilletteBBB21,
  author       = {Yannick Francillette and
                  Eric Boucher and
                  Bruno Bouchard and
                  K{\'{e}}vin Bouchard and
                  S{\'{e}}bastien Gaboury},
  title        = {Serious games for people with mental disorders: State of the art of
                  practices to maintain engagement and accessibility},
  journal      = {Entertain. Comput.},
  volume       = {37},
  pages        = {100396},
  year         = {2021}
}
@article{DBLP:journals/health/RissolaLC21,
  author       = {Esteban A. R{\'{\i}}ssola and
                  David E. Losada and
                  Fabio Crestani},
  title        = {A Survey of Computational Methods for Online Mental State Assessment
                  on Social Media},
  journal      = {{ACM} Trans. Comput. Heal.},
  volume       = {2},
  number       = {2},
  pages        = {17:1--17:31},
  year         = {2021}
}
@article{DBLP:journals/information/You21,
  author       = {Shingchern D. You},
  title        = {Classification of Relaxation and Concentration Mental States with
                  {EEG}},
  journal      = {Inf.},
  volume       = {12},
  number       = {5},
  pages        = {187},
  year         = {2021}
}
@article{DBLP:journals/neuroimage/WeaverdyckTT21,
  author       = {Miriam E. Weaverdyck and
                  Mark A. Thornton and
                  Diana I. Tamir},
  title        = {The representational structure of mental states generalizes across
                  target people and stimulus modalities},
  journal      = {NeuroImage},
  volume       = {238},
  pages        = {118258},
  year         = {2021}
}
@article{DBLP:journals/nn/ZhangCNXZG21,
  author       = {Yangsong Zhang and
                  Huan Cai and
                  Li Nie and
                  Peng Xu and
                  Sirui Zhao and
                  Cuntai Guan},
  title        = {An end-to-end 3D convolutional neural network for decoding attentive
                  mental state},
  journal      = {Neural Networks},
  volume       = {144},
  pages        = {129--137},
  year         = {2021}
}
@article{DBLP:journals/prl/KumarSS21,
  author       = {Akshi Kumar and
                  Kapil Sharma and
                  Aditi Sharma},
  title        = {Hierarchical deep neural network for mental stress state detection
                  using IoT based biomarkers},
  journal      = {Pattern Recognit. Lett.},
  volume       = {145},
  pages        = {81--87},
  year         = {2021}
}
@article{DBLP:journals/sensors/GiorgiRVSFTSAFR21,
  author       = {Andrea Giorgi and
                  Vincenzo Ronca and
                  Alessia Vozzi and
                  Nicolina Sciaraffa and
                  Antonello Di Florio and
                  Luca Tamborra and
                  Ilaria Simonetti and
                  Pietro Aric{\`{o}} and
                  Gianluca Di Flumeri and
                  Dario Rossi and
                  Gianluca Borghini},
  title        = {Wearable Technologies for Mental Workload, Stress, and Emotional State
                  Assessment during Working-Like Tasks: {A} Comparison with Laboratory
                  Technologies},
  journal      = {Sensors},
  volume       = {21},
  number       = {7},
  pages        = {2332},
  year         = {2021}
}
@article{DBLP:journals/sensors/HagHAPMMA21,
  author       = {Ala Hag and
                  Dini Oktarina Dwi Handayani and
                  Maryam Altalhi and
                  Thulasyammal Pillai and
                  Teddy Mantoro and
                  Hou Kit Mun and
                  Fares Al{-}Shargie},
  title        = {Enhancing EEG-Based Mental Stress State Recognition Using an Improved
                  Hybrid Feature Selection Algorithm},
  journal      = {Sensors},
  volume       = {21},
  number       = {24},
  pages        = {8370},
  year         = {2021}
}
@article{DBLP:journals/sensors/HasanSAAHA21,
  author       = {Rumaisa Abu Hasan and
                  Shahida Sulaiman and
                  Nur Nabila Ashykin and
                  Mohd Nasir Abdullah and
                  Yasir Hafeez and
                  Syed Saad Azhar Ali},
  title        = {Workplace Mental State Monitoring during VR-Based Training for Offshore
                  Environment},
  journal      = {Sensors},
  volume       = {21},
  number       = {14},
  pages        = {4885},
  year         = {2021}
}
@article{DBLP:journals/sensors/ZengLBZAFSZKB21,
  author       = {Hong Zeng and
                  Xiufeng Li and
                  Gianluca Borghini and
                  Yue Zhao and
                  Pietro Aric{\`{o}} and
                  Gianluca Di Flumeri and
                  Nicolina Sciaraffa and
                  Wael Zakaria and
                  Wanzeng Kong and
                  Fabio Babiloni},
  title        = {An EEG-Based Transfer Learning Method for Cross-Subject Fatigue Mental
                  State Prediction},
  journal      = {Sensors},
  volume       = {21},
  number       = {7},
  pages        = {2369},
  year         = {2021}
}
@article{DBLP:journals/sp/PangP21,
  author       = {Yaowen Pang and
                  Xiang Peng},
  title        = {Analysis of Mental State of Patients after Drug Addiction and Withdrawal
                  Guided by {PETCT} Image Based on Optimized Image Fusion Algorithm},
  journal      = {Sci. Program.},
  volume       = {2021},
  pages        = {5943410:1--5943410:9},
  year         = {2021}
}
@article{DBLP:journals/tcss/ZhuHSZ21,
  author       = {Hongbo Zhu and
                  Guangjie Han and
                  Lei Shu and
                  Hai Zhao},
  title        = {ArvaNet: Deep Recurrent Architecture for PPG-Based Negative Mental-State
                  Monitoring},
  journal      = {{IEEE} Trans. Comput. Soc. Syst.},
  volume       = {8},
  number       = {1},
  pages        = {179--190},
  year         = {2021}
}
@article{DBLP:journals/wc/YangMLCHH21,
  author       = {Minqiang Yang and
                  Yu Ma and
                  Zhenyu Liu and
                  Hanshu Cai and
                  Xiping Hu and
                  Bin Hu},
  title        = {Undisturbed Mental State Assessment in the 5G Era: {A} Case Study
                  of Depression Detection Based on Facial Expressions},
  journal      = {{IEEE} Wirel. Commun.},
  volume       = {28},
  number       = {3},
  pages        = {46--53},
  year         = {2021}
}
@inproceedings{DBLP:conf/ahfe/BarrosDR21,
  author       = {Ana Correia de Barros and
                  Catarina Dantas and
                  Fernando Ricaldoni},
  title        = {A Gesture Elicitation Study to Generate Interaction Design Insights
                  for Self-reporting of Mental and Body States Using a Portable Device},
  booktitle    = {{AHFE} {(2)}},
  series       = {Lecture Notes in Networks and Systems},
  volume       = {260},
  pages        = {893--900},
  publisher    = {Springer},
  year         = {2021}
}
@inproceedings{DBLP:conf/bibm/OlsonVZNC21,
  author       = {Thomas Olson and
                  Irena Vodenska and
                  Guanglan Zhang and
                  Marislei Nishijima and
                  Lou Chitkushev},
  title        = {Examining Mental Illness Trends in the United States From 2006 to
                  2019},
  booktitle    = {{BIBM}},
  pages        = {1679--1681},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/cogsci/WooS21,
  author       = {Brandon Woo and
                  Elizabeth S. Spelke},
  title        = {Limits to Early Mental State Reasoning: Fourteen- to 15-Month-Old
                  Infants Appreciate Whether Others Can See Objects, But Not Others'
                  Experiences of Objects},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2021}
}
@inproceedings{DBLP:conf/cogsima/BdiwiHWI21,
  author       = {Mohamad Bdiwi and
                  Shuxiao Hou and
                  Lena Winkler and
                  Steffen Ihlenfeldt},
  title        = {Empirical study for measuring the mental states of humans during the
                  interaction with heavy-duty industrial robots},
  booktitle    = {CogSIMA},
  pages        = {150--155},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/eann/TakahashiYCHH21,
  author       = {Kazuhiko Takahashi and
                  Reo Yokono and
                  Chang Chu and
                  Gauvain Huve and
                  Masafumi Hashimoto},
  title        = {fNIRS-Based {BCI} Using Deep Neural Network with an Application to
                  Deduce the Driving Mode Based on the Driver's Mental State},
  booktitle    = {{EANN}},
  volume       = {3},
  pages        = {213--219},
  publisher    = {Springer},
  year         = {2021}
}
@inproceedings{DBLP:conf/huc/KawasakiHYL21,
  author       = {Yusuke Kawasaki and
                  Tahera Hossain and
                  Anna Yokokubo and
                  Guillaume Lopez},
  title        = {Estimating the Degree of Mental State using Heart Rate while Studying},
  booktitle    = {UbiComp/ISWC Adjunct},
  pages        = {126--130},
  publisher    = {{ACM}},
  year         = {2021}
}
@inproceedings{DBLP:conf/icaai/RohlingerPGPZSM21,
  author       = {Tihomir Rohlinger and
                  Le Ping Peng and
                  Tobias Gerlach and
                  Paul Pasler and
                  Bo Zhang and
                  Ralf Seepold and
                  Natividad Mart{\'{\i}}nez Madrid and
                  Matthias R{\"{a}}tsch},
  title        = {Deep Learning-based {EEG} Detection of Mental Alertness States from
                  Drivers under Ethical Aspects},
  booktitle    = {{ICAAI}},
  pages        = {54--64},
  publisher    = {{ACM}},
  year         = {2021}
}
@inproceedings{DBLP:conf/ichms/ZhuangLYK21,
  author       = {An{-}Yu Zhuang and
                  Yang Chen Lin and
                  Shang{-}Lin Yu and
                  Po{-}Chih Kuo},
  title        = {A brain-sensing fragrance diffuser for mental state regulation using
                  electroencephalography},
  booktitle    = {{ICHMS}},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/iclp/BrannstromN21,
  author       = {Andreas Br{\"{a}}nnstr{\"{o}}m and
                  Juan Carlos Nieves},
  title        = {Modelling Human Mental-States in an Action Language following the
                  Theory of Planned Behavior},
  booktitle    = {{ICLP} Workshops},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2970},
  publisher    = {CEUR-WS.org},
  year         = {2021}
}
@inproceedings{DBLP:conf/ictinnovations/KrajchevskaPHAI21,
  author       = {Evgenija Krajchevska and
                  Nina Petreska and
                  Ognen Handjiski and
                  Sandra Andovska and
                  Bojan Ilijoski and
                  Petre Lameski and
                  Panche Ribarski and
                  Biljana Tojtovska},
  title        = {Digital Shift: Assessment of Mental States Through Passive Mobile
                  Sensing},
  booktitle    = {{ICT} Innovations},
  series       = {Communications in Computer and Information Science},
  volume       = {1521},
  pages        = {198--220},
  publisher    = {Springer},
  year         = {2021}
}
@inproceedings{DBLP:conf/idaacs/KotenkoSB21,
  author       = {Igor V. Kotenko and
                  Yash Sharma and
                  Alexander Branitskiy},
  title        = {Predicting the Mental State of the Social Network Users based on the
                  Latent Dirichlet Allocation and fastText},
  booktitle    = {{IDAACS}},
  pages        = {191--195},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/iddm/BashtovyiFY21,
  author       = {Artem Bashtovyi and
                  Andriy Fechan and
                  Vitaliy Yakovyna},
  title        = {Modules for Mental and Physical Health States Analysis based on User
                  Text Input},
  booktitle    = {{IDDM}},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3038},
  pages        = {293--301},
  publisher    = {CEUR-WS.org},
  year         = {2021}
}
@inproceedings{DBLP:conf/ipec/JiangPZ21,
  author       = {Yumei Jiang and
                  Yingya Pu and
                  Yifan Zhao},
  title        = {Analysis of College Students' Home Exercise and Mental State during
                  the Novel Corona Pneumonia Epidemic},
  booktitle    = {{IPEC}},
  pages        = {254--258},
  publisher    = {{ACM}},
  year         = {2021}
}
@inproceedings{DBLP:conf/iros/CarvalhoABVM21,
  author       = {Manuel Carvalho and
                  Jo{\~{a}}o Avelino and
                  Alexandre Bernardino and
                  Rodrigo M. M. Ventura and
                  Plinio Moreno},
  title        = {Human-Robot greeting: tracking human greeting mental states and acting
                  accordingly},
  booktitle    = {{IROS}},
  pages        = {1935--1941},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/iscas/CaiTWX0Z21,
  author       = {Huan Cai and
                  Jialiang Tang and
                  Yihan Wu and
                  Min Xia and
                  Gang He and
                  Yangsong Zhang},
  title        = {The Detection of Attentive Mental State Using a Mixed Neural Network
                  Model},
  booktitle    = {{ISCAS}},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/naacl/LeePG21,
  author       = {I{-}Ta Lee and
                  Maria Leonor Pacheco and
                  Dan Goldwasser},
  title        = {Modeling Human Mental States with an Entity-based Narrative Graph},
  booktitle    = {{NAACL-HLT}},
  pages        = {4916--4926},
  publisher    = {Association for Computational Linguistics},
  year         = {2021}
}
@inproceedings{DBLP:conf/paclic/TaoT21,
  author       = {Yuan Tao},
  title        = {Study of Near Synonymous Mental-State Verbs: {A} {MARVS} Perspective},
  booktitle    = {{PACLIC}},
  pages        = {432--441},
  publisher    = {Association for Computational Lingustics},
  year         = {2021}
}
@inproceedings{DBLP:conf/pkdd/WhiteM21,
  author       = {Ben White and
                  Mark Miller},
  title        = {Filtered States: Active Inference, Social Media and Mental Health},
  booktitle    = {{PKDD/ECML} Workshops {(1)}},
  series       = {Communications in Computer and Information Science},
  volume       = {1524},
  pages        = {772--783},
  publisher    = {Springer},
  year         = {2021}
}
@inproceedings{DBLP:conf/smc/KoraganjiWMZWL21,
  author       = {Veda Narayana Koraganji and
                  Aidan J. Whelan and
                  Akhil Mokkapati and
                  Juliette N. Zerick and
                  R. Michael Winters and
                  Gregory F. Lewis},
  title        = {Performance of 1D-CNNs for EEG-Based Mental State Classification:
                  Effects of Domain, Window Size and Electrode Montage},
  booktitle    = {{SMC}},
  pages        = {2664--2671},
  publisher    = {{IEEE}},
  year         = {2021}
}
@inproceedings{DBLP:conf/smc/LiXF21,
  author       = {Fan Li and
                  Gangyan Xu and
                  Shanshan Feng},
  title        = {Eye Tracking Analytics for Mental States Assessment - {A} Review},
  booktitle    = {{SMC}},
  pages        = {2266--2271},
  publisher    = {{IEEE}},
  year         = {2021}
}
@article{DBLP:journals/corr/abs-2103-07011,
  author       = {Liang Qiu and
                  Yizhou Zhao and
                  Yuan Liang and
                  Pan Lu and
                  Weiyan Shi and
                  Zhou Yu and
                  Song{-}Chun Zhu},
  title        = {Towards Socially Intelligent Agents with Mental State Transition and
                  Human Utility},
  journal      = {CoRR},
  volume       = {abs/2103.07011},
  year         = {2021}
}
@article{DBLP:journals/corr/abs-2104-07079,
  author       = {I{-}Ta Lee and
                  Maria Leonor Pacheco and
                  Dan Goldwasser},
  title        = {Modeling Human Mental States with an Entity-based Narrative Graph},
  journal      = {CoRR},
  volume       = {abs/2104.07079},
  year         = {2021}
}
@article{DBLP:journals/corr/abs-2110-07127,
  author       = {John Bell and
                  H. Harry Asada},
  title        = {Monitoring the Mental State of Cooperativeness for Guiding an Elderly
                  Person in Sit-to-Stand Assistance},
  journal      = {CoRR},
  volume       = {abs/2110.07127},
  year         = {2021}
}
@article{DBLP:journals/corr/abs-2112-06463,
  author       = {Young{-}Seok Kweon and
                  Gi{-}Hwan Shin},
  title        = {Possibility of Sleep Induction using Auditory Stimulation based on
                  Mental States},
  journal      = {CoRR},
  volume       = {abs/2112.06463},
  year         = {2021}
}
@phdthesis{DBLP:phd/dnb/Hassan20,
  author       = {Teena Hassan},
  title        = {Towards Robust and Interpretable Practical Applications of Automatic
                  Mental State Analysis Using a Dynamic and Hybrid Facial Action Estimation
                  Approach},
  school       = {University of Bamberg, Germany},
  year         = {2020}
}
@phdthesis{DBLP:phd/hal/Appriou20,
  author       = {Aur{\'{e}}lien Appriou},
  title        = {Estimating learning-related mental states through brain and physiological
                  signals. ({\'{E}}valuation des {\'{e}}tats mentaux li{\'{e}}s
                  {\`{a}} l'apprentissage {\`{a}} partir de signaux c{\'{e}}r{\'{e}}braux
                  et physiologiques)},
  school       = {University of Bordeaux, France},
  year         = {2020}
}
@article{DBLP:journals/access/LeeJKYL20,
  author       = {Dae{-}Hyeok Lee and
                  Ji{-}Hoon Jeong and
                  Kiduk Kim and
                  Baek{-}Woon Yu and
                  Seong{-}Whan Lee},
  title        = {Continuous {EEG} Decoding of Pilots' Mental States Using Multiple
                  Feature Block-Based Convolutional Neural Network},
  journal      = {{IEEE} Access},
  volume       = {8},
  pages        = {121929--121941},
  year         = {2020}
}
@article{DBLP:journals/access/ParkD20a,
  author       = {Soyeon Park and
                  Suh{-}Yeon Dong},
  title        = {Effects of Daily Stress in Mental State Classification},
  journal      = {{IEEE} Access},
  volume       = {8},
  pages        = {201360--201370},
  year         = {2020}
}
@article{DBLP:journals/algorithms/Z-FloresTLF20,
  author       = {Emigdio Z.{-}Flores and
                  Leonardo Trujillo and
                  Pierrick Legrand and
                  Fr{\'{e}}d{\'{e}}rique Fa{\"{\i}}ta{-}A{\"{\i}}nseba},
  title        = {{EEG} Feature Extraction Using Genetic Programming for the Classification
                  of Mental States},
  journal      = {Algorithms},
  volume       = {13},
  number       = {9},
  pages        = {221},
  year         = {2020}
}
@article{DBLP:journals/artmed/XuBRSBDT20,
  author       = {Xiaoxiao Xu and
                  Luo Bin and
                  S. Ramkumar and
                  S. Saravanan and
                  M. Sundar Prakash Balaji and
                  S. Dhanasekaran and
                  J. Thimmiaraja},
  title        = {Electroencephalogram based communication system for locked in state
                  person using mentally spelled tasks with optimized network model},
  journal      = {Artif. Intell. Medicine},
  volume       = {102},
  pages        = {101766},
  year         = {2020}
}
@article{DBLP:journals/cmpb/SharmaSS20,
  author       = {Manik Sharma and
                  Samriti Sharma and
                  Gurvinder Singh},
  title        = {Remote monitoring of physical and mental state of 2019-nCoV victims
                  using social internet of things, fog and soft computing techniques},
  journal      = {Comput. Methods Programs Biomed.},
  volume       = {196},
  pages        = {105609},
  year         = {2020}
}
@article{DBLP:journals/ctw/WulvikDS20,
  author       = {Andreas Wulvik and
                  Henrikke Dybvik and
                  Martin Steinert},
  title        = {Investigating the relationship between mental state (workload and
                  affect) and physiology in a control room setting (ship bridge simulator)},
  journal      = {Cogn. Technol. Work.},
  volume       = {22},
  number       = {1},
  pages        = {95--108},
  year         = {2020}
}
@article{DBLP:journals/ijmi/AlHuwailAAA20,
  author       = {Dari AlHuwail and
                  Rama Albaj and
                  Fatma Ahmad and
                  Khawlah Aldakheel},
  title        = {The state of mental digi-therapeutics: {A} systematic assessment of
                  depression and anxiety apps available for Arabic speakers},
  journal      = {Int. J. Medical Informatics},
  volume       = {135},
  pages        = {104056},
  year         = {2020}
}
@article{DBLP:journals/jip/FukazawaYHOUO20,
  author       = {Yusuke Fukazawa and
                  Naoki Yamamoto and
                  Takashi Hamatani and
                  Keiichi Ochiai and
                  Akira Uchiyama and
                  Ken Ohta},
  title        = {Smartphone-based Mental State Estimation: {A} Survey from a Machine
                  Learning Perspective},
  journal      = {J. Inf. Process.},
  volume       = {28},
  pages        = {16--30},
  year         = {2020}
}
@article{DBLP:journals/mta/RahmanAY20,
  author       = {AKMMahbubur Rahman and
                  A. S. M. Iftekhar Anam and
                  Mohammed Yeasin},
  title        = {Robust modeling of epistemic mental states},
  journal      = {Multim. Tools Appl.},
  volume       = {79},
  number       = {47},
  pages        = {35785--35809},
  year         = {2020}
}
@article{DBLP:journals/sensors/KoCLL20,
  author       = {Li{-}Wei Ko and
                  Rupesh Kumar Chikara and
                  Yi{-}Chieh Lee and
                  Wen{-}Chieh Lin},
  title        = {Exploration of User's Mental State Changes during Performing Brain-Computer
                  Interface},
  journal      = {Sensors},
  volume       = {20},
  number       = {11},
  pages        = {3169},
  year         = {2020}
}
@article{DBLP:journals/sensors/MaganaSSMPG20,
  author       = {V{\'{\i}}ctor Corcoba Maga{\~{n}}a and
                  Wilhelm Daniel Scherz and
                  Ralf Seepold and
                  Natividad Mart{\'{\i}}nez Madrid and
                  Xabiel Garc{\'{\i}}a Pa{\~{n}}eda and
                  Roberto Garc{\'{\i}}a},
  title        = {The Effects of the Driver's Mental State and Passenger Compartment
                  Conditions on Driving Performance and Driving Stress},
  journal      = {Sensors},
  volume       = {20},
  number       = {18},
  pages        = {5274},
  year         = {2020}
}
@article{DBLP:journals/sensors/SerranoB20,
  author       = {Emilio Serrano and
                  Javier Bajo},
  title        = {Discovering Hidden Mental States in Open Multi-Agent Systems by Leveraging
                  Multi-Protocol Regularities with Machine Learning},
  journal      = {Sensors},
  volume       = {20},
  number       = {18},
  pages        = {5198},
  year         = {2020}
}
@article{DBLP:journals/symmetry/Horiuchi-Hirose20,
  author       = {Miwa Horiuchi{-}Hirose and
                  Kazuhiko Sawada},
  title        = {Rightward Shift of Two-Channel NIRS-Defined Prefrontal Cortex Activity
                  during Mental Arithmetic Tasks with Increasing Levels of State Anxiety},
  journal      = {Symmetry},
  volume       = {12},
  number       = {4},
  pages        = {538},
  year         = {2020}
}
@article{DBLP:journals/synthese/Neufeld20,
  author       = {Eleonore Neufeld},
  title        = {Can we perceive mental states?},
  journal      = {Synth.},
  volume       = {197},
  number       = {5},
  pages        = {2245--2269},
  year         = {2020}
}
@article{DBLP:journals/wpc/DesaiPREB20,
  author       = {Rahul Desai and
                  Pratik Porob and
                  Penjo Rebelo and
                  Damodar Reddy Edla and
                  Annushree Bablani},
  title        = {{EEG} Data Classification for Mental State Analysis Using Wavelet
                  Packet Transform and Gaussian Process Classifier},
  journal      = {Wirel. Pers. Commun.},
  volume       = {115},
  number       = {3},
  pages        = {2149--2169},
  year         = {2020}
}
@inproceedings{DBLP:conf/biostec/Iso20,
  author       = {Toshiki Iso},
  title        = {Inferring Low-level Mental States of Mobile Users from Plethysmogram
                  Features by Regression Models based on Kernel Method},
  booktitle    = {{BIOSIGNALS}},
  pages        = {250--257},
  publisher    = {{SCITEPRESS}},
  year         = {2020}
}
@inproceedings{DBLP:conf/cogsci/Lopez-BrauKJ20,
  author       = {Michael Lopez{-}Brau and
                  Joseph Kwon and
                  Julian Jara{-}Ettinger},
  title        = {Mental state inference from indirect evidence through Bayesian event
                  reconstruction},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2020}
}
@inproceedings{DBLP:conf/csedu/PengON20,
  author       = {Shimeng Peng and
                  Shigeki Ohira and
                  Katashi Nagao},
  title        = {Reading Students' Multiple Mental States in Conversation from Facial
                  and Heart Rate Cues},
  booktitle    = {{CSEDU} {(1)}},
  pages        = {68--76},
  publisher    = {{SCITEPRESS}},
  year         = {2020}
}
@inproceedings{DBLP:conf/csedu/PengON20a,
  author       = {Shimeng Peng and
                  Shigeki Ohira and
                  Katashi Nagao},
  title        = {Recognition of Students' Multiple Mental States in Conversation Based
                  on Multimodal Cues},
  booktitle    = {{CSEDU} (Selected Papers)},
  series       = {Communications in Computer and Information Science},
  volume       = {1473},
  pages        = {468--479},
  publisher    = {Springer},
  year         = {2020}
}
@inproceedings{DBLP:conf/etra/PalettaPDRSJSSF20,
  author       = {Lucas Paletta and
                  Martin Pszeida and
                  Amir Dini and
                  Silvia Russegger and
                  Sandra Sch{\"{u}}ssler and
                  Anna Jos and
                  Eva Schuster and
                  Josef Steiner and
                  Maria Fellner},
  title        = {{MIRA} - {A} Gaze-based Serious Game for Continuous Estimation of
                  Alzheimer's Mental State},
  booktitle    = {{ETRA} Adjunct},
  pages        = {6:1--6:3},
  publisher    = {{ACM}},
  year         = {2020}
}
@inproceedings{DBLP:conf/fie/DanowitzB20,
  author       = {Andrew Danowitz and
                  Kacey Beddoes},
  title        = {A Snapshot of Mental Health and Wellness of Engineering Students Across
                  the Western United States},
  booktitle    = {{FIE}},
  pages        = {1--5},
  publisher    = {{IEEE}},
  year         = {2020}
}
@inproceedings{DBLP:conf/hci/HasegawaHZKOU20,
  author       = {Shinobu Hasegawa and
                  Atsushi Hirako and
                  Xianwen Zheng and
                  Shofiyati Nur Karimah and
                  Koichi Ota and
                  Teruhiko Unoki},
  title        = {Learner's Mental State Estimation with {PC} Built-in Camera},
  booktitle    = {{HCI} {(26)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12206},
  pages        = {165--175},
  publisher    = {Springer},
  year         = {2020}
}
@inproceedings{DBLP:conf/hci/HillegeLJR20,
  author       = {Roderic H. L. Hillege and
                  Julia C. Lo and
                  Christian P. Janssen and
                  Nico Romeijn},
  title        = {The Mental Machine: Classifying Mental Workload State from Unobtrusive
                  Heart Rate-Measures Using Machine Learning},
  booktitle    = {{HCI} {(34)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12214},
  pages        = {330--349},
  publisher    = {Springer},
  year         = {2020}
}
@inproceedings{DBLP:conf/ihsi/RusswinkelVK20,
  author       = {Nele Ru{\ss}winkel and
                  Christoph Vernaleken and
                  Oliver W. Klaproth},
  title        = {Towards Cognitive Assistance and Teaming in Aviation by Inferring
                  Pilot's Mental State},
  booktitle    = {{IHSI}},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {1131},
  pages        = {1021--1027},
  publisher    = {Springer},
  year         = {2020}
}
@inproceedings{DBLP:conf/ijcnn/DewanGCCKN20,
  author       = {Dipayan Dewan and
                  Lidia Ghosh and
                  Biswadeep Chakraborty and
                  Abir Chowdhury and
                  Amit Konar and
                  Atulya K. Nagar},
  title        = {Cognitive Analysis of Mental States of People According to Ethical
                  Decisions Using Deep Learning Approach},
  booktitle    = {{IJCNN}},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2020}
}
@inproceedings{DBLP:conf/ki/EhabI20,
  author       = {Nourhan Ehab and
                  Haythem O. Ismail},
  title        = {Reasoning with Artificial Mental States: An Algebraic Approach},
  booktitle    = {FCR@KI},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2680},
  pages        = {27--40},
  publisher    = {CEUR-WS.org},
  year         = {2020}
}
@inproceedings{DBLP:conf/percom/TaniFMIA20,
  author       = {Yuri Tani and
                  Shuichi Fukuda and
                  Yuki Matsuda and
                  Sozo Inoue and
                  Yutaka Arakawa},
  title        = {WorkerSense: Mobile Sensing Platform for Collecting Physiological,
                  Mental, and Environmental State of Office Workers},
  booktitle    = {PerCom Workshops},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2020}
}
@inproceedings{DBLP:conf/smc/GarciaKCHBKMTYF20,
  author       = {Felan Carlo C. Garcia and
                  Takatomi Kubo and
                  Chao{-}Ling Chang and
                  Masafumi Hisada and
                  Takashi Bando and
                  Midori Kato and
                  Masataka Mori and
                  Kazuhito Takenaka and
                  Toshitaka Yamakawa and
                  Koichi Fujiwara and
                  Kazushi Ikeda},
  title        = {Evaluating Mental State of Drivers in Automated Driving Using Heart
                  Rate Variability towards Feasible Request-to-Intervene},
  booktitle    = {{SMC}},
  pages        = {3454--3459},
  publisher    = {{IEEE}},
  year         = {2020}
}
@inproceedings{DBLP:conf/ssci/AnsariDNS20,
  author       = {Shahzeb Ansari and
                  Haiping Du and
                  Fazel Naghdy and
                  David Stirling},
  title        = {Unsupervised Patterns of Driver Mental Fatigue State Based on Head
                  Posture Using Gaussian Mixture Model},
  booktitle    = {{SSCI}},
  pages        = {2699--2704},
  publisher    = {{IEEE}},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2005-13008,
  author       = {Eiji Yamamura and
                  Yoshiro Tsutsui},
  title        = {Impact of the State of Emergency Declaration for {COVID-19} on Preventive
                  Behaviors and Mental Conditions in Japan: Difference in Difference
                  Analysis using Panel Data},
  journal      = {CoRR},
  volume       = {abs/2005.13008},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2005-13982,
  author       = {AKMMahbubur Rahman and
                  A. S. M. Iftekhar Anam and
                  Mohammed Yeasin},
  title        = {Robust Modeling of Epistemic Mental States},
  journal      = {CoRR},
  volume       = {abs/2005.13982},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2008-01543,
  author       = {Joppe Valentijn Wouts},
  title        = {Text-based classification of interviews for mental health - juxtaposing
                  the state of the art},
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  year         = {2020}
}
@article{DBLP:journals/corr/abs-2009-09076,
  author       = {Anis Zaman and
                  Boyu Zhang and
                  Ehsan Hoque and
                  Vincent Silenzio and
                  Henry A. Kautz},
  title        = {The Relationship between Deteriorating Mental Health Conditions and
                  Longitudinal Behavioral Changes in Google and YouTube Usages among
                  College Students in the United States during {COVID-19:} Observational
                  Study},
  journal      = {CoRR},
  volume       = {abs/2009.09076},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2011-05233,
  author       = {Keith Harrigian and
                  Carlos Aguirre and
                  Mark Dredze},
  title        = {On the State of Social Media Data for Mental Health Research},
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  volume       = {abs/2011.05233},
  year         = {2020}
}
@phdthesis{DBLP:phd/ethos/Witon19,
  author       = {Adrien Witon},
  title        = {EEG-based mental states identification},
  school       = {University of Kent, Canterbury, {UK}},
  year         = {2019}
}
@phdthesis{DBLP:phd/hal/Pillette19,
  author       = {L{\'{e}}a Pillette},
  title        = {Redefining and Adapting Feedback for Mental-Imagery based Brain-Computer
                  Interface User Training to the Learners' Traits and States. (Red{\'{e}}finition
                  et adaptation du feedback donn{\'{e}} {\`{a}} l'utilisateur lors
                  de l'entra{\^{\i}}nement {\`{a}} l'utilisation des interfaces cerveau-ordinateur
                  en fonction du profil de l'apprenant)},
  school       = {University of Bordeaux, France},
  year         = {2019}
}
@phdthesis{DBLP:phd/tr/Alkan19,
  author       = {Sarper Alkan},
  title        = {A computational model of the brain for decoding mental states from
                  fMRI images {(FMRI} g{\"{o}}r{\"{u}}nt{\"{u}}lerinden
                  zihinsel durumlar{\i}n {\c{c}}{\"{o}}z{\"{u}}mlenmesi i{\c{c}}in
                  hesaplamal{\i} bir beyin modeli)},
  school       = {Middle East Technical University, Turkey},
  year         = {2019}
}
@article{DBLP:journals/access/JiangGXRC19,
  author       = {Xinyu Jiang and
                  Xiao Gu and
                  Ke Xu and
                  Haoran Ren and
                  Wei Chen},
  title        = {Independent Decision Path Fusion for Bimodal Asynchronous Brain-Computer
                  Interface to Discriminate Multiclass Mental States},
  journal      = {{IEEE} Access},
  volume       = {7},
  pages        = {165303--165317},
  year         = {2019}
}
@article{DBLP:journals/cin/ZengYZWZDBK19,
  author       = {Hong Zeng and
                  Chen Yang and
                  Hua Zhang and
                  Zhenhua Wu and
                  Jiaming Zhang and
                  Guojun Dai and
                  Fabio Babiloni and
                  Wanzeng Kong},
  title        = {A LightGBM-Based {EEG} Analysis Method for Driver Mental States Classification},
  journal      = {Comput. Intell. Neurosci.},
  volume       = {2019},
  pages        = {3761203:1--3761203:11},
  year         = {2019}
}
@article{DBLP:journals/cogsci/SamuelDLLC19,
  author       = {Steven Samuel and
                  Kresimir Durdevic and
                  Edward W. Legg and
                  Robert Lurz and
                  Nicola S. Clayton},
  title        = {Is Language Required to Represent Others' Mental States? Evidence
                  From Beliefs and Other Representations},
  journal      = {Cogn. Sci.},
  volume       = {43},
  number       = {1},
  year         = {2019}
}
@article{DBLP:journals/eswa/AciKM19,
  author       = {{\c{C}}igdem Inan Aci and
                  Murat Kaya and
                  Yuriy Mishchenko},
  title        = {Distinguishing mental attention states of humans via an EEG-based
                  passive {BCI} using machine learning methods},
  journal      = {Expert Syst. Appl.},
  volume       = {134},
  pages        = {153--166},
  year         = {2019}
}
@article{DBLP:journals/eswa/ShaoCSB19,
  author       = {Zongru Shao and
                  Rajarathnam Chandramouli and
                  K. P. Subbalakshmi and
                  Constantine T. Boyadjiev},
  title        = {An analytical system for user emotion extraction, mental state modeling,
                  and rating},
  journal      = {Expert Syst. Appl.},
  volume       = {124},
  pages        = {82--96},
  year         = {2019}
}
@article{DBLP:journals/neuroimage/MakovacFWMSCO19,
  author       = {Elena Makovac and
                  Sabrina Fagioli and
                  David R. Watson and
                  Frances Meeten and
                  Jonathan Smallwood and
                  Hugo D. Critchley and
                  Cristina Ottaviani},
  title        = {Response time as a proxy of ongoing mental state: {A} combined fMRI
                  and pupillometry study in Generalized Anxiety Disorder},
  journal      = {NeuroImage},
  volume       = {191},
  pages        = {380--391},
  year         = {2019}
}
@article{DBLP:journals/neuroimage/YordanovaCDH19,
  author       = {Yordanka Nikolova Yordanova and
                  J{\'{e}}r{\^{o}}me Cochereau and
                  Hugues Duffau and
                  Guillaume Herbet},
  title        = {Combining resting state functional {MRI} with intraoperative cortical
                  stimulation to map the mentalizing network},
  journal      = {NeuroImage},
  volume       = {186},
  pages        = {628--636},
  year         = {2019}
}
@article{DBLP:journals/sensors/FlumeriABSFB19,
  author       = {Gianluca Di Flumeri and
                  Pietro Aric{\`{o}} and
                  Gianluca Borghini and
                  Nicolina Sciaraffa and
                  Antonello Di Florio and
                  Fabio Babiloni},
  title        = {The Dry Revolution: Evaluation of Three Different {EEG} Dry Electrode
                  Types in Terms of Signal Spectral Features, Mental States Classification
                  and Usability},
  journal      = {Sensors},
  volume       = {19},
  number       = {6},
  pages        = {1365},
  year         = {2019}
}
@article{DBLP:journals/thms/MonteiroSZ19,
  author       = {Thiago Gabriel Monteiro and
                  Charlotte Skourup and
                  Houxiang Zhang},
  title        = {Using {EEG} for Mental Fatigue Assessment: {A} Comprehensive Look
                  Into the Current State of the Art},
  journal      = {{IEEE} Trans. Hum. Mach. Syst.},
  volume       = {49},
  number       = {6},
  pages        = {599--610},
  year         = {2019}
}
@article{DBLP:journals/vi/CenedaGM19,
  author       = {Davide Ceneda and
                  Theresia Gschwandtner and
                  Silvia Miksch},
  title        = {You get by with a little help: The effects of variable guidance degrees
                  on performance and mental state},
  journal      = {Vis. Informatics},
  volume       = {3},
  number       = {4},
  pages        = {177--191},
  year         = {2019}
}
@inproceedings{DBLP:conf/aiam/ZhangLH0K019,
  author       = {Xiaofei Zhang and
                  Ruohao Liu and
                  Jiajin Huang and
                  Yang Yang and
                  Hongzhi Kuai and
                  Ning Zhong},
  title        = {Connectivity Shifted Cerebral Regions as Seeds for Mental Arithmetic
                  Cognitive State Classification},
  booktitle    = {{AIAM} {(IEEE)}},
  pages        = {364--369},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/aiipcc/ZhangCC19,
  author       = {Dongdong Zhang and
                  Dong Cao and
                  Haibo Chen},
  title        = {Deep learning decoding of mental state in non-invasive brain computer
                  interface},
  booktitle    = {{AIIPCC}},
  pages        = {6:1--6:5},
  publisher    = {{ACM}},
  year         = {2019}
}
@inproceedings{DBLP:conf/biostec/SinghRC19,
  author       = {Gaganpreet Singh and
                  Rapha{\"{e}}lle N. Roy and
                  Caroline P. Carvalho Chanel},
  title        = {Towards Multi-UAV and Human Interaction Driving System Exploiting
                  Human Mental State Estimation},
  booktitle    = {{BIOINFORMATICS}},
  pages        = {294--301},
  publisher    = {SciTePress},
  year         = {2019}
}
@inproceedings{DBLP:conf/brain/Liu0Z0H19,
  author       = {Ruohao Liu and
                  Ning Zhong and
                  Xiaofei Zhang and
                  Yang Yang and
                  Jiajin Huang},
  title        = {Classification of Mental Arithmetic Cognitive States Based on {CNN}
                  and {FBN}},
  booktitle    = {{BI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11976},
  pages        = {220--230},
  publisher    = {Springer},
  year         = {2019}
}
@inproceedings{DBLP:conf/bsn/SongDZJS19,
  author       = {Xinyu Song and
                  Li Ding and
                  Jiachen Zhao and
                  Jie Jia and
                  Peter B. Shull},
  title        = {Cellphone Augmented Reality Game-based Rehabilitation for Improving
                  Motor Function and Mental State after Stroke},
  booktitle    = {{BSN}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/chi/ErnalaBCRSKC19,
  author       = {Sindhu Kiranmai Ernala and
                  Michael L. Birnbaum and
                  Kristin A. Candan and
                  Asra F. Rizvi and
                  William A. Sterling and
                  John M. Kane and
                  Munmun De Choudhury},
  title        = {Methodological Gaps in Predicting Mental Health States from Social
                  Media: Triangulating Diagnostic Signals},
  booktitle    = {{CHI}},
  pages        = {134},
  publisher    = {{ACM}},
  year         = {2019}
}
@inproceedings{DBLP:conf/chi/PrangeNLSS19,
  author       = {Alexander Prange and
                  Mira Niemann and
                  Antje Latendorf and
                  Anika Steinert and
                  Daniel Sonntag},
  title        = {Multimodal Speech-based Dialogue for the Mini-Mental State Examination},
  booktitle    = {{CHI} Extended Abstracts},
  publisher    = {{ACM}},
  year         = {2019}
}
@inproceedings{DBLP:conf/embc/BanerjeeKCC19,
  author       = {Tanushree Banerjee and
                  Anwesha Khasnobish and
                  Arijit Chowdhury and
                  Debatri Chatterjee},
  title        = {Reckoning respiratory signals to affectively decipher mental state},
  booktitle    = {{EMBC}},
  pages        = {4654--4659},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/embc/HanLLC19,
  author       = {Yang Han and
                  Timo Lauteslager and
                  Tor Sverre Lande and
                  Timothy G. Constandinou},
  title        = {{UWB} Radar for Non-contact Heart Rate Variability Monitoring and
                  Mental State Classification},
  booktitle    = {{EMBC}},
  pages        = {6578--6582},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/fat/ChancellorBCSC19,
  author       = {Stevie Chancellor and
                  Michael L. Birnbaum and
                  Eric D. Caine and
                  Vincent M. B. Silenzio and
                  Munmun De Choudhury},
  title        = {A Taxonomy of Ethical Tensions in Inferring Mental Health States from
                  Social Media},
  booktitle    = {{FAT}},
  pages        = {79--88},
  publisher    = {{ACM}},
  year         = {2019}
}
@inproceedings{DBLP:conf/hci/WangLZC19,
  author       = {Yanjing Wang and
                  Zhongqi Liu and
                  Qian{-}Xiang Zhou and
                  Xuewei Chen},
  title        = {Wavelet Packet Entropy Analysis of Resting State Electroencephalogram
                  in Sleep Deprived Mental Fatigue State},
  booktitle    = {{HCI} {(15)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11580},
  pages        = {484--494},
  publisher    = {Springer},
  year         = {2019}
}
@inproceedings{DBLP:conf/hri/GraafM19,
  author       = {Maartje M. A. de Graaf and
                  Bertram F. Malle},
  title        = {People's Explanations of Robot Behavior Subtly Reveal Mental State
                  Inferences},
  booktitle    = {{HRI}},
  pages        = {239--248},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/hri/GraafM19a,
  author       = {Maartje M. A. de Graaf and
                  Bertram F. Malle},
  title        = {Supplementary Materials to: People's Explanations of Robot Behavior
                  Subtly Reveal Mental State Inferences},
  booktitle    = {{HRI}},
  pages        = {S1--S8},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/hri/KormanHMT19,
  author       = {Joanna Korman and
                  Anthony M. Harrison and
                  J. Malcolm McCurry and
                  J. Greg Trafton},
  title        = {Beyond Programming: Can Robots' Norm-Violating Actions Elicit Mental
                  State Attributions?},
  booktitle    = {{HRI}},
  pages        = {530--531},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/hucc/ZhengCY00019,
  author       = {Weihao Zheng and
                  Hanshu Cai and
                  Zhijun Yao and
                  Xiaowei Zhang and
                  Xiaowei Li and
                  Bin Hu},
  title        = {Modelling Mental States via Computational Psychophysiology: Benefits
                  and Challenges},
  booktitle    = {{HCC}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11956},
  pages        = {659--670},
  publisher    = {Springer},
  year         = {2019}
}
@inproceedings{DBLP:conf/icmech/HuveTH19,
  author       = {Gauvain Huve and
                  Kazuhiko Takahashi and
                  Masafumi Hashimoto},
  title        = {Online Recognition of the Mental States of Drivers with an fNIRS-Based
                  Brain-Computer Interface Using Deep Neural Network},
  booktitle    = {{ICM}},
  pages        = {238--242},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/its/MatsuiTFU19,
  author       = {Tatsunori Matsui and
                  Yoshimasa Tawatsuji and
                  Siyuan Fang and
                  Tatsuro Uno},
  title        = {Conceptualization of {IMS} that Estimates Learners' Mental States
                  from Learners' Physiological Information Using Deep Neural Network
                  Algorithm},
  booktitle    = {{ITS}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11528},
  pages        = {63--71},
  publisher    = {Springer},
  year         = {2019}
}
@inproceedings{DBLP:conf/itsc/WuKTSAK19,
  author       = {Yanbin Wu and
                  Ken Kihara and
                  Yuji Takeda and
                  Toshihisa Sato and
                  Motoyuki Akamatsu and
                  Satoshi Kitazaki},
  title        = {Assessing the Mental States of Fallback-Ready Drivers in Automated
                  Driving by Electrooculography},
  booktitle    = {{ITSC}},
  pages        = {4018--4023},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/lifetech/KitagawaK19,
  author       = {Akane Kitagawa and
                  Shohei Kato},
  title        = {Mental States Estimation Using {ECG} Affected by Mood Change During
                  Imagining the Near Future},
  booktitle    = {LifeTech},
  pages        = {91--92},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/lifetech/YouW19,
  author       = {Shingchern D. You and
                  Yu{-}Cheng Wu},
  title        = {Classification Consistency of Concentrated and Relaxed Mental States
                  with {EEG} Signals},
  booktitle    = {LifeTech},
  pages        = {46--47},
  publisher    = {{IEEE}},
  year         = {2019}
}
@inproceedings{DBLP:conf/smc/BilginARWG19,
  author       = {Pinar Bilgin and
                  Kat Agres and
                  Neethu Robinson and
                  Aung Aung Phyo Wai and
                  Cuntai Guan},
  title        = {A Comparative Study of Mental States in 2D and 3D Virtual Environments
                  Using {EEG}},
  booktitle    = {{SMC}},
  pages        = {2833--2838},
  publisher    = {{IEEE}},
  year         = {2019}
}
@article{DBLP:journals/corr/abs-1905-12884,
  author       = {Fabio Paolizzo},
  title        = {{M-GWAP:} An Online and Multimodal Game With {A} Purpose in WordPress
                  for Mental States Annotation},
  journal      = {CoRR},
  volume       = {abs/1905.12884},
  year         = {2019}
}
@article{DBLP:journals/corr/abs-1911-05661,
  author       = {Dongdong Zhang and
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                  Haibo Chen},
  title        = {Deep Learning Decoding of Mental State in Non-invasive Brain Computer
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  journal      = {CoRR},
  volume       = {abs/1911.05661},
  year         = {2019}
}
@article{DBLP:journals/access/ShinKCI18,
  author       = {Jaeyoung Shin and
                  Jin Uk Kwon and
                  Jongkwan Choi and
                  Chang{-}Hwan Im},
  title        = {Ternary Near-Infrared Spectroscopy Brain-Computer Interface With Increased
                  Information Transfer Rate Using Prefrontal Hemodynamic Changes During
                  Mental Arithmetic, Breath-Holding, and Idle State},
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}
@article{DBLP:journals/braininf/TandleJDJ18,
  author       = {Avinash Tandle and
                  Manjusha S. Joshi and
                  Ambrish Dharmadhikari and
                  Suyog Jaiswal},
  title        = {Mental state and emotion detection from musically stimulated {EEG}},
  journal      = {Brain Informatics},
  volume       = {5},
  number       = {2},
  year         = {2018}
}
@article{DBLP:journals/fini/ShinKI18,
  author       = {Jaeyoung Shin and
                  Jin Uk Kwon and
                  Chang{-}Hwan Im},
  title        = {A Ternary Hybrid {EEG-NIRS} Brain-Computer Interface for the Classification
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                  and Idle State},
  journal      = {Frontiers Neuroinformatics},
  volume       = {12},
  pages        = {5},
  year         = {2018}
}
@article{DBLP:journals/ijmi/HuangLZZ18,
  author       = {Shitong Huang and
                  Jia Li and
                  Pengzhu Zhang and
                  Weiqiang Zhang},
  title        = {Detection of mental fatigue state with wearable {ECG} devices},
  journal      = {Int. J. Medical Informatics},
  volume       = {119},
  pages        = {39--46},
  year         = {2018}
}
@article{DBLP:journals/jifs/Arana-LlanesGPO18,
  author       = {Julia Y. Arana{-}Llanes and
                  Gabriel Gonz{\'{a}}lez Serna and
                  Rodrigo Pineda{-}Tapia and
                  V{\'{\i}}ctor Olivares{-}Peregrino and
                  Jorge J. Ricarte{-}Trives and
                  Jos{\'{e}} M. Latorre{-}Postigo},
  title        = {{EEG} lecture on recommended activities for the induction of attention
                  and concentration mental states on e-learning students},
  journal      = {J. Intell. Fuzzy Syst.},
  volume       = {34},
  number       = {5},
  pages        = {3359--3371},
  year         = {2018}
}
@article{DBLP:journals/ploscb/HulaVLDM18,
  author       = {Andreas Hula and
                  Iris Vilares and
                  Terry Lohrenz and
                  Peter Dayan and
                  P. Read Montague},
  title        = {A model of risk and mental state shifts during social interaction},
  journal      = {PLoS Comput. Biol.},
  volume       = {14},
  number       = {2},
  year         = {2018}
}
@inproceedings{DBLP:conf/IEEEssd/HendelH18,
  author       = {Mounia Hendel and
                  Fatiha Hendel},
  title        = {Mental States Recognition Using Direct and Indirect Multi-Class Support
                  Vector Machines},
  booktitle    = {{SSD}},
  pages        = {486--490},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/bci3/ChoiCLHS18,
  author       = {Soo{-}In Choi and
                  Ga{-}Young Choi and
                  Hyung{-}Tak Lee and
                  Han{-}Jeong Hwang and
                  Jaeyoung Shin},
  title        = {Classification of mental arithmetic and resting-state based on Ear-EEG},
  booktitle    = {{BCI}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/biocas/HsuZWJJ18,
  author       = {Sheng{-}Hsiou Hsu and
                  Yihan Zi and
                  Ying Choon Wu and
                  Paula Marie Jackson and
                  Tzyy{-}Ping Jung},
  title        = {Exploring Mental State Changes during Hypnotherapy using Adaptive
                  Mixture Independent Component Analysis of {EEG}},
  booktitle    = {BioCAS},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/cec/DashdamirovBK18,
  author       = {Hikmat Dashdamirov and
                  Sebasti{\'{a}}n Basterrech and
                  Pavel Kr{\"{o}}mer},
  title        = {A Nature-inspired System for Mental State Recognition},
  booktitle    = {{CEC}},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/eccv/HuLYYHZSSHRY18,
  author       = {Guosheng Hu and
                  Li Liu and
                  Yang Yuan and
                  Zehao Yu and
                  Yang Hua and
                  Zhihong Zhang and
                  Fumin Shen and
                  Ling Shao and
                  Timothy M. Hospedales and
                  Neil Martin Robertson and
                  Yongxin Yang},
  title        = {Deep Multi-task Learning to Recognise Subtle Facial Expressions of
                  Mental States},
  booktitle    = {{ECCV} {(12)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11216},
  pages        = {106--123},
  publisher    = {Springer},
  year         = {2018}
}
@inproceedings{DBLP:conf/embc/JungLKKPRKL18,
  author       = {Hee{-}Tae Jung and
                  Hyunsuk Lee and
                  Kwangwook Kim and
                  Byeongil Kim and
                  Sungji Park and
                  Taekyeong Ryu and
                  Yangsoo Kim and
                  Sunghoon Ivan Lee},
  title        = {Estimating Mini Mental State Examination Scores using Game-Specific
                  Performance Values: {A} Preliminary Study},
  booktitle    = {{EMBC}},
  pages        = {1518--1521},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/embc/RicherZAEP18,
  author       = {Robert Richer and
                  Nan Zhao and
                  Judith Amores and
                  Bj{\"{o}}rn M. Eskofier and
                  Joseph A. Paradiso},
  title        = {Real-time Mental State Recognition using a Wearable {EEG}},
  booktitle    = {{EMBC}},
  pages        = {5495--5498},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/embc/TianWDP018,
  author       = {Sen Tian and
                  Yijun Wang and
                  Guoya Dong and
                  Weihua Pei and
                  Hongda Chen},
  title        = {Mental Fatigue Estimation Using {EEG} in a Vigilance Task and Resting
                  States},
  booktitle    = {{EMBC}},
  pages        = {1980--1983},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/eusipco/CattaiCCBSF18,
  author       = {Tiziana Cattai and
                  Stefania Colonnese and
                  Marie{-}Constance Corsi and
                  Danielle S. Bassett and
                  Gaetano Scarano and
                  Fabrizio de Vico Fallani},
  title        = {Characterization of Mental States through Node Connectivity between
                  Brain Signals},
  booktitle    = {{EUSIPCO}},
  pages        = {1377--1381},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/flairs/VillataBCFG18,
  author       = {Serena Villata and
                  M. Sahbi Benlamine and
                  Elena Cabrio and
                  Claude Frasson and
                  Fabien Gandon},
  title        = {Assessing Persuasion in Argumentation through Emotions and Mental
                  States},
  booktitle    = {{FLAIRS}},
  pages        = {134--139},
  publisher    = {{AAAI} Press},
  year         = {2018}
}
@inproceedings{DBLP:conf/huc/AugereauTK18,
  author       = {Olivier Augereau and
                  Benjamin Tag and
                  Koichi Kise},
  title        = {Mental State Analysis on Eyewear},
  booktitle    = {UbiComp/ISWC Adjunct},
  pages        = {968--973},
  publisher    = {{ACM}},
  year         = {2018}
}
@inproceedings{DBLP:conf/icann/HuveTH18,
  author       = {Gauvain Huve and
                  Kazuhiko Takahashi and
                  Masafumi Hashimoto},
  title        = {fNIRS-Based Brain-Computer Interface Using Deep Neural Networks for
                  Classifying the Mental State of Drivers},
  booktitle    = {{ICANN} {(3)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11141},
  pages        = {353--362},
  publisher    = {Springer},
  year         = {2018}
}
@inproceedings{DBLP:conf/icassp/KajiYS18,
  author       = {Hirotaka Kaji and
                  Hayato Yamaguchi and
                  Masashi Sugiyama},
  title        = {Multi Task Learning with Positive and Unlabeled Data and its Application
                  to Mental State Prediction},
  booktitle    = {{ICASSP}},
  pages        = {2301--2305},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/icgi2/AlvesGM18,
  author       = {Tom{\'{a}}s Alves and
                  Sandra Gama and
                  Francisco S. Melo},
  title        = {Towards Guidelines for Mental State Induction in First-Person Shooters},
  booktitle    = {{ICGI}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/is/BirdMREF18,
  author       = {Jordan J. Bird and
                  Luis J. Manso and
                  Eduardo Parente Ribeiro and
                  Anik{\'{o}} Ek{\'{a}}rt and
                  Diego R. Faria},
  title        = {A Study on Mental State Classification using EEG-based Brain-Machine
                  Interface},
  booktitle    = {{IEEE} Conf. on Intelligent Systems},
  pages        = {795--800},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/ispacs/KatadaSMK18,
  author       = {Emi Katada and
                  Kazuhito Sato and
                  Hirokazu Madokoro and
                  Sakura Kadowaki},
  title        = {Visualization and Meanings of Mental Health State Based on Mutual
                  Interactions Between Eye-gaze and Lip Movements},
  booktitle    = {{ISPACS}},
  pages        = {18--23},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/mm/Lee18b,
  author       = {Chi{-}Chun Lee},
  title        = {Interpersonal Behavior Modeling for Personality, Affect, and Mental
                  States Recognition and Analysis},
  booktitle    = {AVEC@MM},
  pages        = {1--2},
  publisher    = {{ACM}},
  year         = {2018}
}
@inproceedings{DBLP:conf/siu/KayaAM18,
  author       = {Murat Kaya and
                  {\c{C}}igdem Inan Aci and
                  Yuriy Mishchenko},
  title        = {A passive brain-computer interface for monitoring mental attention
                  state},
  booktitle    = {{SIU}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2018}
}
@inproceedings{DBLP:conf/ucami/0001GNFHB18,
  author       = {Iv{\'{a}}n Gonz{\'{a}}lez and
                  Roc{\'{\i}}o De la Cruz Garrido and
                  Fco. Javier Navarro and
                  Jes{\'{u}}s Fontecha and
                  Ram{\'{o}}n Herv{\'{a}}s and
                  Jos{\'{e}} Bravo},
  title        = {Associations between Commonly Used Characteristics in Frailty Assessment
                  and Mental State in Frail Elderly People},
  booktitle    = {UCAmI},
  series       = {{MDPI} Proceedings},
  volume       = {2},
  number       = {19},
  pages        = {1247},
  publisher    = {{MDPI}},
  year         = {2018}
}
@inproceedings{DBLP:conf/vsgames/OhmotoTN18,
  author       = {Yoshimasa Ohmoto and
                  Seiji Takeda and
                  Toyoaki Nishida},
  title        = {Improving Context Understanding Using Avatar's Affective Expressions
                  Reflecting Operator's Mental States},
  booktitle    = {{VS-GAMES}},
  pages        = {1--4},
  publisher    = {{IEEE} Computer Society},
  year         = {2018}
}
@incollection{DBLP:books/acm/18/OviattGCO18,
  author       = {Sharon L. Oviatt and
                  Joseph F. Grafsgaard and
                  Lei Chen and
                  Xavier Ochoa},
  title        = {Multimodal learning analytics: assessing learners' mental state during
                  the process of learning},
  booktitle    = {The Handbook of Multimodal-Multisensor Interfaces, Volume 2 {(2)}},
  pages        = {331--374},
  publisher    = {Association for Computing Machinery},
  year         = {2018}
}
@article{DBLP:journals/corr/abs-1804-02813,
  author       = {Takumi Ichimura and
                  Kousuke Tanabe and
                  Toshiyuki Yamashita},
  title        = {An Adaptive Learning Method of Personality Trait Based Mood in Mental
                  State Transition Network by Recurrent Neural Network},
  journal      = {CoRR},
  volume       = {abs/1804.02813},
  year         = {2018}
}
@article{DBLP:journals/corr/abs-1805-00307,
  author       = {Takumi Ichimura and
                  Kousuke Tanabe and
                  Issei Tachibana},
  title        = {Tourist Navigation in Android Smartphone by using Emotion Generating
                  Calculations and Mental State Transition Networks},
  journal      = {CoRR},
  volume       = {abs/1805.00307},
  year         = {2018}
}
@phdthesis{DBLP:phd/ca/Barak17,
  author       = {Libby Barak},
  title        = {A Computational Model of the Acquisition of Mental State Verbs},
  school       = {University of Toronto, Canada},
  year         = {2017}
}
@phdthesis{DBLP:phd/hal/ZFlores17,
  author       = {Emigdio Z.{-}Flores},
  title        = {Human mental states classification using {EEG} by means of Genetic
                  Programming. (Classification de l'{\'{e}}tat mental humain par
                  programmation g{\'{e}}n{\'{e}}tique sur des signaux {EEG)}},
  school       = {ITT, Instituto tecnologico de Tijuana, Mexico},
  year         = {2017}
}
@article{DBLP:journals/chb/SteelmanS17,
  author       = {Zachary R. Steelman and
                  Amr A. Soror},
  title        = {Why do you keep doing that? The biasing effects of mental states on
                  {IT} continued usage intentions},
  journal      = {Comput. Hum. Behav.},
  volume       = {73},
  pages        = {209--223},
  year         = {2017}
}
@article{DBLP:journals/computer/ZhangFF17,
  author       = {Tongda Zhang and
                  Renate Fruchter and
                  Maria Frank},
  title        = {Are They Paying Attention? {A} Model-Based Method to Identify Individuals'
                  Mental States},
  journal      = {Computer},
  volume       = {50},
  number       = {3},
  pages        = {40--49},
  year         = {2017}
}
@article{DBLP:journals/jbi/TuarobTKGPCR17,
  author       = {Suppawong Tuarob and
                  Conrad S. Tucker and
                  Soundar R. T. Kumara and
                  C. Lee Giles and
                  Aaron L. Pincus and
                  David E. Conroy and
                  Nilam Ram},
  title        = {How are you feeling?: {A} personalized methodology for predicting
                  mental states from temporally observable physical and behavioral information},
  journal      = {J. Biomed. Informatics},
  volume       = {68},
  pages        = {1--19},
  year         = {2017}
}
@article{DBLP:journals/sensors/XieXLLZHY17,
  author       = {Jun Xie and
                  Guanghua Xu and
                  Ailing Luo and
                  Min Li and
                  Sicong Zhang and
                  Chengcheng Han and
                  Wenqiang Yan},
  title        = {The Role of Visual Noise in Influencing Mental Load and Fatigue in
                  a Steady-State Motion Visual Evoked Potential-Based Brain-Computer
                  Interface},
  journal      = {Sensors},
  volume       = {17},
  number       = {8},
  pages        = {1873},
  year         = {2017}
}
@article{DBLP:journals/taffco/ZhalehpourOAE17,
  author       = {Sara Zhalehpour and
                  Onur Onder and
                  Zahid Akhtar and
                  Cigdem Eroglu Erdem},
  title        = {{BAUM-1:} {A} Spontaneous Audio-Visual Face Database of Affective
                  and Mental States},
  journal      = {{IEEE} Trans. Affect. Comput.},
  volume       = {8},
  number       = {3},
  pages        = {300--313},
  year         = {2017}
}
@inproceedings{DBLP:conf/acl/Carrillo17,
  author       = {Facundo Carrillo},
  title        = {Computational Characterization of Mental States: {A} Natural Language
                  Processing Approach},
  booktitle    = {{ACL} (Student Research Workshop)},
  pages        = {1--3},
  publisher    = {Association for Computational Linguistics},
  year         = {2017}
}
@inproceedings{DBLP:conf/acpr/KeeLWL17,
  author       = {Young{-}Jin Kee and
                  Min{-}Ho Lee and
                  John Williamson and
                  Seong{-}Whan Lee},
  title        = {A Hierarchical Classification Strategy for Robust Detection of Passive/Active
                  Mental State Using User-Voluntary Pitch Imagery Task},
  booktitle    = {{ACPR}},
  pages        = {906--910},
  publisher    = {{IEEE} Computer Society},
  year         = {2017}
}
@inproceedings{DBLP:conf/cit/SenDWBS17,
  author       = {Susmita Sen and
                  Syed Naser Daimi and
                  Katsumi Watanabe and
                  Joydeep Bhattacharya and
                  Goutam Saha},
  title        = {A Machine Learning Approach to Decode Mental States in Bistable Perception},
  booktitle    = {{ICIT}},
  pages        = {1--6},
  publisher    = {{IEEE}},
  year         = {2017}
}
@inproceedings{DBLP:conf/cogsci/CusimanoG17,
  author       = {Corey J. Cusimano and
                  Geoffrey P. Goodwin},
  title        = {Folk Attributions of Control and Intentionality Over Mental States},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2017}
}
@inproceedings{DBLP:conf/healthyIoT/BaruaAB17,
  author       = {Shaibal Barua and
                  Mobyen Uddin Ahmed and
                  Shahina Begum},
  title        = {Distributed Multivariate Physiological Signal Analytics for Drivers'
                  Mental State Monitoring},
  booktitle    = {HealthyIoT},
  series       = {Lecture Notes of the Institute for Computer Sciences, Social Informatics
                  and Telecommunications Engineering},
  volume       = {225},
  pages        = {26--33},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/hri/NomuraH17,
  author       = {Tatsuya Nomura and
                  Yuichi Hoshina},
  title        = {How Different Types of Animal Robots Differently Influence Elder and
                  Younger People's Mental States?},
  booktitle    = {{HRI} (Companion)},
  pages        = {231--232},
  publisher    = {{ACM}},
  year         = {2017}
}
@inproceedings{DBLP:conf/hworkload/MijovicMKGMM17,
  author       = {Pavle Mijovic and
                  Milos Milovanovic and
                  Vanja Kovic and
                  Ivan Gligorijevic and
                  Bogdan Mijovic and
                  Ivan Macuzic},
  title        = {Neuroergonomics Method for Measuring the Influence of Mental Workload
                  Modulation on Cognitive State of Manual Assembly Worker},
  booktitle    = {{H-WORKLOAD}},
  series       = {Communications in Computer and Information Science},
  volume       = {726},
  pages        = {213--224},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/iccsa/MaM0DS17,
  author       = {Zhiyi Ma and
                  Marwa Mahmoud and
                  Peter Robinson and
                  Eduardo Dias and
                  Lee Skrypchuk},
  title        = {Automatic Detection of a Driver's Complex Mental States},
  booktitle    = {{ICCSA} {(3)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10406},
  pages        = {678--691},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/icsh/ZhangLJT17,
  author       = {Jinzhi Zhang and
                  Yuan Luo and
                  Zihan Jiang and
                  Xiaoying Tang},
  title        = {Regression Analysis and Prediction of Mini-Mental State Examination
                  Score in Alzheimer's Disease Using Multi-granularity Whole-Brain Segmentations},
  booktitle    = {{ICSH}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10347},
  pages        = {202--213},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/iva/LindbergSLEJB17,
  author       = {Markus Lindberg and
                  Hannes Sandberg and
                  Marcus Liljenberg and
                  Max Eriksson and
                  Birger Johansson and
                  Christian Balkenius},
  title        = {The Expression of Mental States in a Humanoid Robot},
  booktitle    = {{IVA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10498},
  pages        = {247--250},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/iva/OhmotoTN17,
  author       = {Yoshimasa Ohmoto and
                  Seiji Takeda and
                  Toyoaki Nishida},
  title        = {Effect of Visual Feedback Caused by Changing Mental States of the
                  Avatar Based on the Operator's Mental States Using Physiological Indices},
  booktitle    = {{IVA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10498},
  pages        = {315--324},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/symbiotic/BrouwerWHKSH17,
  author       = {Anne{-}Marie Brouwer and
                  Lo{\"{\i}}s van de Water and
                  Maarten A. Hogervorst and
                  Wessel Kraaij and
                  Jan Maarten Schraagen and
                  Koen Hogenelst},
  title        = {Monitoring Mental State During Real Life Office Work},
  booktitle    = {Symbiotic},
  series       = {Lecture Notes in Computer Science},
  volume       = {10727},
  pages        = {18--29},
  publisher    = {Springer},
  year         = {2017}
}
@phdthesis{DBLP:phd/dnb/Schultze-Kraft16,
  author       = {Matthias Schultze{-}Kraft},
  title        = {Brain-computer interfaces for cognitive neuroscience and advanced
                  mental state assessment},
  school       = {Technical University of Berlin, Germany},
  year         = {2016}
}
@article{DBLP:journals/amsys/RajannaAGH16,
  author       = {Vijay Rajanna and
                  Folami Alamudun and
                  Daniel W. Goldberg and
                  Tracy Hammond},
  title        = {Let Me Relax: Toward Automated Sedentary State Recognition and Ubiquitous
                  Mental Wellness Solutions},
  journal      = {{EAI} Endorsed Trans. Ambient Syst.},
  volume       = {3},
  number       = {11},
  pages        = {e2},
  year         = {2016}
}
@article{DBLP:journals/jrnal/TakaharaHTS16,
  author       = {Madoka Takahara and
                  Jilin Huang and
                  Ivan Tanev and
                  Katsunori Shimohara},
  title        = {Self-identification of Mental State and Self-control through Indirect
                  Biofeedback - Indirect Representation and Placebo Effect},
  journal      = {J. Robotics Netw. Artif. Life},
  volume       = {3},
  number       = {1},
  pages        = {50--54},
  year         = {2016}
}
@inproceedings{DBLP:conf/aaaiss/TakaharaTS16,
  author       = {Madoka Takahara and
                  Ivan Tanev and
                  Katsunori Shimohara},
  title        = {Self-Identification of Mental State and Self-Control Through Indirect
                  Biofeedback},
  booktitle    = {{AAAI} Spring Symposia},
  publisher    = {{AAAI} Press},
  year         = {2016}
}
@inproceedings{DBLP:conf/amia/Wang16,
  author       = {Dongwen Wang},
  title        = {Healthcare Providers' Usage of an Interactive Case Simulation Tool
                  for {HIV} Patient Mental Health Screening in a Statewide Clinical
                  Education Program},
  booktitle    = {{AMIA}},
  publisher    = {{AMIA}},
  year         = {2016}
}
@inproceedings{DBLP:conf/automotiveUI/WintersbergerRF16,
  author       = {Philipp Wintersberger and
                  Andreas Riener and
                  Anna{-}Katharina Frison},
  title        = {Automated Driving System, Male, or Female Driver: Who'd You Prefer?
                  Comparative Analysis of Passengers' Mental Conditions, Emotional States
                  {\&} Qualitative Feedback},
  booktitle    = {AutomotiveUI},
  pages        = {51--58},
  publisher    = {{ACM}},
  year         = {2016}
}
@inproceedings{DBLP:conf/cogsci/RobyPDS16,
  author       = {Erin Roby and
                  Alexandra Paxton and
                  Rick Dale and
                  Rose Scott},
  title        = {The Relationship Between Mental-state Language and False-belief Understanding
                  in Adulthood},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2016}
}
@inproceedings{DBLP:conf/cogsci/RobyS16,
  author       = {Erin Roby and
                  Rose Scott},
  title        = {Think Fast! Mental-state Language is Related to the Speed of False-belief
                  Reasoning in Adulthood},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2016}
}
@inproceedings{DBLP:conf/embc/DimitriadisSTB16,
  author       = {Stavros I. Dimitriadis and
                  Yu Sun and
                  Nitish V. Thakor and
                  Anastasios Bezerianos},
  title        = {Mining cross-frequency coupling microstates (CFC{\(\mu\)}states) from
                  {EEG} recordings during resting state and mental arithmetic tasks},
  booktitle    = {{EMBC}},
  pages        = {5517--5520},
  publisher    = {{IEEE}},
  year         = {2016}
}
@inproceedings{DBLP:conf/hci/TakehanaM16,
  author       = {Kazuma Takehana and
                  Tatsunori Matsui},
  title        = {Association Rules on Relationships Between Learner's Physiological
                  Information and Mental States During Learning Process},
  booktitle    = {{HCI} {(5)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9735},
  pages        = {209--219},
  publisher    = {Springer},
  year         = {2016}
}
@inproceedings{DBLP:conf/ijcnn/AbdelbariS16,
  author       = {Hassan Abdelbari and
                  Kamran Shafi},
  title        = {Optimising a constrained echo state network using evolutionary algorithms
                  for learning mental models of complex dynamical systems},
  booktitle    = {{IJCNN}},
  pages        = {4735--4742},
  publisher    = {{IEEE}},
  year         = {2016}
}
@inproceedings{DBLP:conf/ijcnn/JiralerspongFLI16,
  author       = {Trongmun Jiralerspong and
                  Sato Fumiya and
                  Chao Liu and
                  Jun Ishikawa},
  title        = {Spectral analysis and artificial neural network based classification
                  of three mental states for brain machine interface applications},
  booktitle    = {{IJCNN}},
  pages        = {2081--2089},
  publisher    = {{IEEE}},
  year         = {2016}
}
@article{DBLP:journals/corr/BashivanRH16,
  author       = {Pouya Bashivan and
                  Irina Rish and
                  Steve Heisig},
  title        = {Mental State Recognition via Wearable {EEG}},
  journal      = {CoRR},
  volume       = {abs/1602.00985},
  year         = {2016}
}
@article{DBLP:journals/asc/KhosrowabadiQAW15,
  author       = {Reza Khosrowabadi and
                  Chai Quek and
                  Kai Keng Ang and
                  Abdul Wahab and
                  Shen{-}Hsing Annabel Chen},
  title        = {Dynamic screening of autistic children in various mental states using
                  pattern of connectivity between brain regions},
  journal      = {Appl. Soft Comput.},
  volume       = {32},
  pages        = {335--346},
  year         = {2015}
}
@article{DBLP:journals/asc/VezardLCFT15,
  author       = {Laurent V{\'{e}}zard and
                  Pierrick Legrand and
                  Marie Chavent and
                  Fr{\'{e}}d{\'{e}}rique Fa{\"{\i}}ta{-}A{\"{\i}}nseba and
                  Leonardo Trujillo},
  title        = {{EEG} classification for the detection of mental states},
  journal      = {Appl. Soft Comput.},
  volume       = {32},
  pages        = {113--131},
  year         = {2015}
}
@article{DBLP:journals/cp/Atmanspacher15,
  author       = {Harald Atmanspacher},
  title        = {Contextual emergence of mental states},
  journal      = {Cogn. Process.},
  volume       = {16},
  number       = {4},
  pages        = {359--364},
  year         = {2015}
}
@article{DBLP:journals/ijmi/LoboRKGCHSBBLMA15,
  author       = {Sarah E. M. Lobo and
                  James Rucker and
                  Madeleine J. Kerr and
                  Fidel Gallo and
                  Giles Constable and
                  Matthew Hotopf and
                  Robert Stewart and
                  Matthew T. M. Broadbent and
                  Martin Baggaley and
                  Simon Lovestone and
                  Peter McGuffin and
                  Myanthi Amarasinghe and
                  Stuart Newman and
                  Gunter Schumann and
                  Philip J. Brittain},
  title        = {A comparison of mental state examination documentation by junior clinicians
                  in electronic health records before and after the introduction of
                  a semi-structured assessment template {(OPCRIT+)}},
  journal      = {Int. J. Medical Informatics},
  volume       = {84},
  number       = {9},
  pages        = {675--682},
  year         = {2015}
}
@article{DBLP:journals/tamd/BozinovskiB15,
  author       = {Stevo Bozinovski and
                  Adrijan Bozinovski},
  title        = {Mental States, {EEG} Manifestations, and Mentally Emulated Digital
                  Circuits for Brain-Robot Interaction},
  journal      = {{IEEE} Trans. Auton. Ment. Dev.},
  volume       = {7},
  number       = {1},
  pages        = {39--51},
  year         = {2015}
}
@inproceedings{DBLP:conf/ACISicis/AdachiF15,
  author       = {Motoichi Adachi and
                  Takayuki Fujimoto},
  title        = {{SDSS:} Proposal on feeding support application software which enables
                  the user to create a state of "mental alertness"},
  booktitle    = {{ICIS}},
  pages        = {513--518},
  publisher    = {{IEEE} Computer Society},
  year         = {2015}
}
@inproceedings{DBLP:conf/bci3/SongS15,
  author       = {Youngjae Song and
                  Francisco Sepulveda},
  title        = {Classifying siren-sound mental rehearsal and covert production vs.
                  idle state towards onset detection in brain-computer interfaces},
  booktitle    = {{BCI}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/bica/UshakovPZMV15,
  author       = {Vadim L. Ushakov and
                  Alexey A. Poyda and
                  Viktoriya Zavyalova and
                  Denis Malakhov and
                  Boris M. Velichkovsky},
  title        = {Towards Reconstruction of Dynamic Connectomes in Resting State for
                  Development of Classifier-Decoder of Mental States},
  booktitle    = {{BICA}},
  series       = {Procedia Computer Science},
  volume       = {71},
  pages        = {227--234},
  publisher    = {Elsevier},
  year         = {2015}
}
@inproceedings{DBLP:conf/cogsci/GiffinL15,
  author       = {Carly Giffin and
                  Tania Lombrozo},
  title        = {Mental states are more important in evaluating moral than conventional
                  violations},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2015}
}
@inproceedings{DBLP:conf/embc/RamarajuIR15,
  author       = {Sriharsha Ramaraju and
                  Ahmed Izzidien and
                  Mohammed Ali Roula},
  title        = {The detection and classification of the mental state elicited by humor
                  from {EEG} patterns},
  booktitle    = {{EMBC}},
  pages        = {1472--1475},
  publisher    = {{IEEE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/embc/ZennifaINI15,
  author       = {Fadilla Zennifa and
                  Junko Ide and
                  Yukio Noguchi and
                  Keiji Iramina},
  title        = {Monitoring of cognitive state on mental retardation child using EEG,
                  {ECG} and {NIRS} in four years study},
  booktitle    = {{EMBC}},
  pages        = {6610--6613},
  publisher    = {{IEEE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/fie/SinhaGCDS15,
  author       = {Aniruddha Sinha and
                  Rahul Gavas and
                  Debatri Chatterjee and
                  Rajat Das and
                  Arijit Sinharay},
  title        = {Dynamic assessment of learners' mental state for an improved learning
                  experience},
  booktitle    = {{FIE}},
  pages        = {1--9},
  publisher    = {{IEEE} Computer Society},
  year         = {2015}
}
@inproceedings{DBLP:conf/flairs/ChaouachiJF15,
  author       = {Maher Chaouachi and
                  Im{\`{e}}ne Jraidi and
                  Claude Frasson},
  title        = {Adapting to Learners' Mental States Using a Physiological Computing
                  Approach},
  booktitle    = {{FLAIRS}},
  pages        = {257--262},
  publisher    = {{AAAI} Press},
  year         = {2015}
}
@inproceedings{DBLP:conf/gcce/NishifujiSH15,
  author       = {Seiji Nishifuji and
                  Yuya Sugita and
                  Hitoshi Hirano},
  title        = {Brain machine interface available in eyes-closed state in terms of
                  event-related desynchronization and synchronization during a mental
                  task},
  booktitle    = {{GCCE}},
  pages        = {497--501},
  publisher    = {{IEEE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/hci/DasariSD15,
  author       = {Deepika Dasari and
                  Guofa Shou and
                  Lei Ding},
  title        = {Monitoring Mental States of the Human Brain in Action: From Cognitive
                  Test to Real-World Simulations},
  booktitle    = {{HCI} {(15)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9183},
  pages        = {178--186},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/huc/IshimaruK15,
  author       = {Shoya Ishimaru and
                  Koichi Kise},
  title        = {Quantifying the mental state on the basis of physical and social activities},
  booktitle    = {UbiComp/ISWC Adjunct},
  pages        = {1217--1220},
  publisher    = {{ACM}},
  year         = {2015}
}
@inproceedings{DBLP:conf/icmi/BechadeDSD15,
  author       = {Lucile Bechade and
                  Guillaume Dubuisson Duplessis and
                  Mohamed El Amine Sehili and
                  Laurence Devillers},
  title        = {Behavioral and Emotional Spoken Cues Related to Mental States in Human-Robot
                  Social Interaction},
  booktitle    = {{ICMI}},
  pages        = {347--350},
  publisher    = {{ACM}},
  year         = {2015}
}
@inproceedings{DBLP:conf/idc/PimentaCNN15,
  author       = {Andr{\'{e}} Pimenta and
                  Davide Carneiro and
                  Jos{\'{e}} Neves and
                  Paulo Novais},
  title        = {Analysis of Mental Fatigue and Mood States in Workplaces},
  booktitle    = {{IDC}},
  series       = {Studies in Computational Intelligence},
  volume       = {616},
  pages        = {111--119},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/iros/BarrosW15,
  author       = {Pablo V. A. Barros and
                  Stefan Wermter},
  title        = {Recognizing complex mental states with deep hierarchical features
                  for Human-Robot Interaction},
  booktitle    = {{IROS}},
  pages        = {4065--4070},
  publisher    = {{IEEE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/iva/BosseP15,
  author       = {Tibor Bosse and
                  Simon Provoost},
  title        = {On Conversational Agents with Mental States},
  booktitle    = {{IVA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9238},
  pages        = {60--64},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/mendel/GopychG15,
  author       = {Petro M. Gopych and
                  Ivan Gopych},
  title        = {Values and Bayesian Probabilities of Mental States from {BSDT} {PL}
                  Analysis of Memory ROCs},
  booktitle    = {{MENDEL}},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {378},
  pages        = {207--220},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/mindcare/KliperPW15,
  author       = {Roi Kliper and
                  Shirley Portuguese and
                  Daphna Weinshall},
  title        = {Prosodic Analysis of Speech and the Underlying Mental State},
  booktitle    = {MindCare},
  series       = {Communications in Computer and Information Science},
  volume       = {604},
  pages        = {52--62},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/sbp/NararatwongLOM15,
  author       = {Rungsiman Nararatwong and
                  Roberto Sebastian Legaspi and
                  Hitoshi Okada and
                  Hiroshi Maruyama},
  title        = {A Novel Mental State Model of Social Perception of Brand Crisis from
                  an Entertainment Perspective},
  booktitle    = {{SBP}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9021},
  pages        = {153--162},
  publisher    = {Springer},
  year         = {2015}
}
@phdthesis{DBLP:phd/basesearch/Monkaresi14,
  author       = {Hamed Monkaresi},
  title        = {Recognising Complex Mental States from Naturalistic Human-Computer
                  Interactions},
  school       = {University of Sydney, Australia},
  year         = {2014}
}
@article{DBLP:journals/ijsr/GrayB14,
  author       = {Jesse Gray and
                  Cynthia Breazeal},
  title        = {Manipulating Mental States Through Physical Action - {A} Self-as-Simulator
                  Approach to Choosing Physical Actions Based on Mental State Outcomes},
  journal      = {Int. J. Soc. Robotics},
  volume       = {6},
  number       = {3},
  pages        = {315--327},
  year         = {2014}
}
@article{DBLP:journals/neuroimage/Andrews-HannaSY14,
  author       = {Jessica R. Andrews{-}Hanna and
                  Rebecca Saxe and
                  Tal Yarkoni},
  title        = {Contributions of episodic retrieval and mentalizing to autobiographical
                  thought: Evidence from functional neuroimaging, resting-state connectivity,
                  and fMRI meta-analyses},
  journal      = {NeuroImage},
  volume       = {91},
  pages        = {324--335},
  year         = {2014}
}
@inproceedings{DBLP:conf/aaai/PearceMLB14,
  author       = {Chris Pearce and
                  Ben Leon Meadows and
                  Pat Langley and
                  Mike Barley},
  title        = {Social Planning: Achieving Goals by Altering Others' Mental States},
  booktitle    = {{AAAI}},
  pages        = {402--409},
  publisher    = {{AAAI} Press},
  year         = {2014}
}
@inproceedings{DBLP:conf/cibci/JiralerspongLI14,
  author       = {Trongmun Jiralerspong and
                  Chao Liu and
                  Jun Ishikawa},
  title        = {Identification of three mental states using a motor imagery based
                  brain machine interface},
  booktitle    = {{CIBCI}},
  pages        = {49--56},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/codit/BousefsafMP14,
  author       = {Fr{\'{e}}d{\'{e}}ric Bousefsaf and
                  Choubeila Maaoui and
                  Alain Pruski},
  title        = {Remote assessment of physiological parameters by non-contact technologies
                  to quantify and detect mental stress states},
  booktitle    = {CoDIT},
  pages        = {719--723},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/cogsci/BarakFS14,
  author       = {Libby Barak and
                  Afsaneh Fazly and
                  Suzanne Stevenson},
  title        = {Gradual Acquisition of Mental State Meaning: {A} Computational Investigation},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2014}
}
@inproceedings{DBLP:conf/embc/TranTWCN14,
  author       = {Yvonne Tran and
                  Ranjit Arulnayagam Thuraisingham and
                  Nirupama Wijesuriya and
                  Ashley Craig and
                  Hung T. Nguyen},
  title        = {Using S-transform in {EEG} analysis for measuring an alert versus
                  mental fatigue state},
  booktitle    = {{EMBC}},
  pages        = {5880--5883},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/gcce/NishifujiS14,
  author       = {Seiji Nishifuji and
                  Yuya Sugita},
  title        = {Eye-gaze independent brain machine interface using amplitude modulation
                  of steady-state visual evoked potential with eyes-closed associated
                  with mental concentration},
  booktitle    = {{GCCE}},
  pages        = {607--611},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/hci/MatsuiHKA14,
  author       = {Tatsunori Matsui and
                  Yuki Horiguchi and
                  Kazuaki Kojima and
                  Takako Akakura},
  title        = {A Study on Exploration of Relationships between Behaviors and Mental
                  States of Learners for Value Co-creative Education and Learning Environment},
  booktitle    = {{HCI} {(13)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8522},
  pages        = {69--79},
  publisher    = {Springer},
  year         = {2014}
}
@inproceedings{DBLP:conf/icassp/SunA14,
  author       = {Yanjia Sun and
                  Ali N. Akansu},
  title        = {Automatic inference of mental states from spontaneous facial expressions},
  booktitle    = {{ICASSP}},
  pages        = {719--723},
  publisher    = {{IEEE}},
  year         = {2014}
}
@inproceedings{DBLP:conf/icuimc/AlamCHH14,
  author       = {Md. Golam Rabiul Alam and
                  Eung Jun Cho and
                  Eui{-}Nam Huh and
                  Choong Seon Hong},
  title        = {Cloud based mental state monitoring system for suicide risk reconnaissance
                  using wearable bio-sensors},
  booktitle    = {{ICUIMC}},
  pages        = {56:1--56:6},
  publisher    = {{ACM}},
  year         = {2014}
}
@inproceedings{DBLP:conf/iiaiaai/TakahashiHN14,
  author       = {Yamato Takahashi and
                  Teruhisa Hochin and
                  Hiroki Nomiya},
  title        = {Relationship between Mental States with Strong Emotion Aroused by
                  Music Pieces and Their Feature Values},
  booktitle    = {{IIAI-AAI}},
  pages        = {718--725},
  publisher    = {{IEEE} Computer Society},
  year         = {2014}
}
@inproceedings{DBLP:conf/micai/FernandoH14,
  author       = {Dombawalage Anton Irosh Fernando and
                  Frans A. Henskens},
  title        = {A Case-Based Reasoning Approach to Mental State Examination Using
                  a Similarity Measure Based on Orthogonal Vector Projection},
  booktitle    = {{MICAI} (Special Sessions)},
  pages        = {237--244},
  publisher    = {{IEEE} Computer Society},
  year         = {2014}
}
@inproceedings{DBLP:conf/mindcare/NazemiGMM14,
  author       = {Mehdi Mark Nazemi and
                  Diane Gromala and
                  Maryam Mobini and
                  Jeremy Mamisao},
  title        = {Improving the Mental State of Patients in Clinical Settings Using
                  a Non-pharmacological Method},
  booktitle    = {MindCare},
  series       = {Lecture Notes of the Institute for Computer Sciences, Social Informatics
                  and Telecommunications Engineering},
  volume       = {100},
  pages        = {58--64},
  publisher    = {Springer},
  year         = {2014}
}
@phdthesis{DBLP:phd/basesearch/Kandemir13,
  author       = {Melih Kandemir},
  title        = {Learning Mental States from Biosignals},
  school       = {Aalto University, Helsinki, Finland},
  year         = {2013}
}
@article{DBLP:journals/ijcistudies/IchimuraM13,
  author       = {Takumi Ichimura and
                  Kazuya Mera},
  title        = {Emotion-oriented agent in mental state transition learning network},
  journal      = {Int. J. Comput. Intell. Stud.},
  volume       = {2},
  number       = {1},
  pages        = {26--51},
  year         = {2013}
}
@article{DBLP:journals/kbs/Galitsky13,
  author       = {Boris A. Galitsky},
  title        = {Exhaustive simulation of consecutive mental states of human agents},
  journal      = {Knowl. Based Syst.},
  volume       = {43},
  pages        = {1--20},
  year         = {2013}
}
@article{DBLP:journals/snam/SkillicornL13,
  author       = {David B. Skillicorn and
                  Christian Leuprecht},
  title        = {Inferring the mental state of influencers},
  journal      = {Soc. Netw. Anal. Min.},
  volume       = {3},
  number       = {3},
  pages        = {565--595},
  year         = {2013}
}
@inproceedings{DBLP:conf/acii/WijsmanGLPH13,
  author       = {Jacqueline Wijsman and
                  Bernard Grundlehner and
                  Hao Liu and
                  Julien Penders and
                  Hermie Hermens},
  title        = {Wearable Physiological Sensors Reflect Mental Stress State in Office-Like
                  Situations},
  booktitle    = {{ACII}},
  pages        = {600--605},
  publisher    = {{IEEE} Computer Society},
  year         = {2013}
}
@inproceedings{DBLP:conf/bci3/HwangLLI13,
  author       = {Han{-}Jeong Hwang and
                  Jeong{-}Hwan Lim and
                  Jun{-}Hak Lee and
                  Chang{-}Hwan Im},
  title        = {Implementation of a mental spelling system based on steady-state visual
                  evoked potential {(SSVEP)}},
  booktitle    = {{BCI}},
  pages        = {81--83},
  publisher    = {{IEEE}},
  year         = {2013}
}
@inproceedings{DBLP:conf/cec/VezardCLFT13,
  author       = {Laurent V{\'{e}}zard and
                  Marie Chavent and
                  Pierrick Legrand and
                  Fr{\'{e}}d{\'{e}}rique Fa{\"{\i}}ta{-}A{\"{\i}}nseba and
                  Leonardo Trujillo},
  title        = {Detecting mental states of alertness with genetic algorithm variable
                  selection},
  booktitle    = {{IEEE} Congress on Evolutionary Computation},
  pages        = {1247--1254},
  publisher    = {{IEEE}},
  year         = {2013}
}
@inproceedings{DBLP:conf/cogsci/IshiiT13,
  author       = {Tatsunori Ishii and
                  Masanori Takezawa},
  title        = {Mental Process of Mindreading: Self and Stereotype as Anchors in Mental
                  State Inference},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2013}
}
@inproceedings{DBLP:conf/cogsci/Kiss13,
  author       = {Szabolcs Kiss},
  title        = {The role of Quinian bootstrapping in the acquisition of mental state
                  terms},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2013}
}
@inproceedings{DBLP:conf/cogsci/MeijeringRTV13,
  author       = {Ben Meijering and
                  Hedderik van Rijn and
                  Niels A. Taatgen and
                  Rineke Verbrugge},
  title        = {Reasoning about diamonds, gravity and mental states: The cognitive
                  costs of theory of mind},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2013}
}
@inproceedings{DBLP:conf/cogsci/WilkinsonB13,
  author       = {Meredith Wilkinson and
                  Linden J. Ball},
  title        = {Dual Processes in Mental State Understanding: Is Theorising Synonymous
                  with Intuitive Thinking and is Simulation Synonymous with Reflective
                  Thinking?},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2013}
}
@inproceedings{DBLP:conf/embc/NaseerH13,
  author       = {Noman Naseer and
                  Keum{-}Shik Hong},
  title        = {Functional near-infrared spectroscopy based discrimination of mental
                  counting and no-control state for development of a brain-computer
                  interface},
  booktitle    = {{EMBC}},
  pages        = {1780--1783},
  publisher    = {{IEEE}},
  year         = {2013}
}
@inproceedings{DBLP:conf/embc/RoyCC13,
  author       = {Rapha{\"{e}}lle N. Roy and
                  Sylvie Charbonnier and
                  Aur{\'{e}}lie Campagne},
  title        = {Probing ECG-based mental state monitoring on short time segments},
  booktitle    = {{EMBC}},
  pages        = {6611--6614},
  publisher    = {{IEEE}},
  year         = {2013}
}
@inproceedings{DBLP:conf/hci/KunimasaMSI13,
  author       = {Shutaro Kunimasa and
                  Kazune Miyagi and
                  Hiroshi Shimoda and
                  Hirotake Ishii},
  title        = {A Detection Method of Temporary Rest State While Performing Mental
                  Works by Measuring Physiological Indices},
  booktitle    = {{HCI} {(16)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8019},
  pages        = {142--150},
  publisher    = {Springer},
  year         = {2013}
}
@inproceedings{DBLP:conf/ivs/HessJMTYI13,
  author       = {Anne Hess and
                  Jessica Jung and
                  Andreas Maier and
                  Ronnie Taib and
                  Kun Yu and
                  Benjamin Itzstein},
  title        = {Elicitation of mental states and user experience factors in a driving
                  simulator},
  booktitle    = {Intelligent Vehicles Symposium},
  pages        = {43--48},
  publisher    = {{IEEE}},
  year         = {2013}
}
@inproceedings{DBLP:conf/kes/TodorovSB13,
  author       = {Diman Todorov and
                  Rossi Setchi and
                  Antony Bayer},
  title        = {Linguistic Markers in the Sentence Writing Question of the Mini-Mental
                  State Examination for Discrimination between Alzheimer's and Vascular
                  Dementia},
  booktitle    = {{KES}},
  series       = {Procedia Computer Science},
  volume       = {22},
  pages        = {250--259},
  publisher    = {Elsevier},
  year         = {2013}
}
@inproceedings{DBLP:conf/robio/ChenJX13,
  author       = {Feng Chen and
                  Yunyi Jia and
                  Ning Xi},
  title        = {Non-invasive {EEG} based mental state identification using nonlinear
                  combination},
  booktitle    = {{ROBIO}},
  pages        = {2160--2165},
  publisher    = {{IEEE}},
  year         = {2013}
}
@article{DBLP:journals/ejasp/EppsCNST12,
  author       = {Julien Epps and
                  Roddy Cowie and
                  Shrikanth S. Narayanan and
                  Bj{\"{o}}rn W. Schuller and
                  Jianhua Tao},
  title        = {Emotion and mental state recognition from speech},
  journal      = {{EURASIP} J. Adv. Signal Process.},
  volume       = {2012},
  pages        = {15},
  year         = {2012}
}
@article{DBLP:journals/ijaisc/AdityaT12,
  author       = {Subhrangsu Aditya and
                  D. N. Tibarewala},
  title        = {Comparing ANN, LDA, QDA, {KNN} and {SVM} algorithms in classifying
                  relaxed and stressful mental state from two-channel prefrontal {EEG}
                  data},
  journal      = {Int. J. Artif. Intell. Soft Comput.},
  volume       = {3},
  number       = {2},
  pages        = {143--164},
  year         = {2012}
}
@inproceedings{DBLP:conf/aaaifs/Samsonovich12,
  author       = {Alexei V. Samsonovich},
  title        = {Modeling Social Emotions in Intelligent Agents Based on the Mental
                  State Formalism},
  booktitle    = {{AAAI} Fall Symposium: Artificial Intelligence of Humor},
  series       = {{AAAI} Technical Report},
  volume       = {{FS-12-02}},
  publisher    = {{AAAI}},
  year         = {2012}
}
@inproceedings{DBLP:conf/acl-cmcl/BarakFS12,
  author       = {Libby Barak and
                  Afsaneh Fazly and
                  Suzanne Stevenson},
  title        = {Modeling the Acquisition of Mental State Verbs},
  booktitle    = {CMCL@NAACL-HLT},
  pages        = {1--10},
  publisher    = {Association for Computational Linguistics},
  year         = {2012}
}
@inproceedings{DBLP:conf/asunam/SkillicornL12,
  author       = {David B. Skillicorn and
                  Christian Leuprecht},
  title        = {The Mental State of Influencers},
  booktitle    = {{ASONAM}},
  pages        = {890--897},
  publisher    = {{IEEE} Computer Society},
  year         = {2012}
}
@inproceedings{DBLP:conf/cogsci/DuranD12,
  author       = {Nicholas D. Duran and
                  Rick Dale},
  title        = {Increased Vigilance in Monitoring Others' Mental States During Deception},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2012}
}
@inproceedings{DBLP:conf/cogsci/IshiiT12,
  author       = {Tatsunori Ishii and
                  Masanori Takezawa},
  title        = {Social Projection as a Universal Strategy in Mental State Inference:
                  Cultural Differences in Utilization of Stereotyping},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2012}
}
@inproceedings{DBLP:conf/cogsci/SanefujiYMT12,
  author       = {Wakako Sanefuji and
                  Tomoka Yamamoto and
                  Ikuko Mohri and
                  Masako Taniike},
  title        = {What is promoted by imitation, what promotes imitation: Relation to
                  understanding of other's mental states},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2012}
}
@inproceedings{DBLP:conf/cogsci/SenoTYIIS12,
  author       = {Takeharu Seno and
                  Shuichiro Taya and
                  Yuki Yamada and
                  Keiko Ihaya and
                  Hiroyuki Ito and
                  Shoji Sunaga},
  title        = {Vection (self-motion perception) alters cognitive states, cognition
                  of time, mental number line and personality},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2012}
}
@inproceedings{DBLP:conf/embc/NishifujiK12,
  author       = {Seiji Nishifuji and
                  Takahiko Kuroda},
  title        = {Impact of mental focus on steady-state visually evoked potential under
                  eyes closed condition for binary brain computer interface},
  booktitle    = {{EMBC}},
  pages        = {1765--1768},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/fedcsis/BegumAFF12,
  author       = {Shahina Begum and
                  Mobyen Uddin Ahmed and
                  Peter Funk and
                  Reno Filla},
  title        = {Mental State Monitoring System for the Professional Drivers Based
                  on Heart Rate Variability Analysis},
  booktitle    = {FedCSIS},
  pages        = {35--42},
  year         = {2012}
}
@inproceedings{DBLP:conf/iiix/Koldijk12,
  author       = {Saskia Koldijk},
  title        = {Capturing context and mental state of knowledge workers},
  booktitle    = {IIiX},
  pages        = {322},
  publisher    = {{ACM}},
  year         = {2012}
}
@inproceedings{DBLP:conf/inss/AraiOTTTOO12,
  author       = {Shun Arai and
                  Kazuhisa Ohira and
                  Niwat Thepvilojanapong and
                  Nobuji Tetsutani and
                  Yoshito Tobe and
                  Mayumi Oyama{-}Higa and
                  Yoshikatsu Ohta},
  title        = {A design of software adaptive to estimated user's mental state using
                  pulse wave analysis},
  booktitle    = {{INSS}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/iros/AbeINNYSOO12,
  author       = {Kasumi Abe and
                  Akiko Iwasaki and
                  Tomoaki Nakamura and
                  Takayuki Nagai and
                  Ayami Yokoyama and
                  Takayuki Shimotomai and
                  Hiroyuki Okada and
                  Takashi Omori},
  title        = {Playmate robots that can act according to a child's mental state},
  booktitle    = {{IROS}},
  pages        = {4660--4667},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/kesamsta/Dragoni12,
  author       = {Aldo Franco Dragoni},
  title        = {A Multi-context Representation of Mental States},
  booktitle    = {{KES-AMSTA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7327},
  pages        = {350--359},
  publisher    = {Springer},
  year         = {2012}
}
@inproceedings{DBLP:conf/scisisis/IchimuraTT12,
  author       = {Takumi Ichimura and
                  Kousuke Tanabe and
                  Issei Tachibana},
  title        = {Tourist navigation in Android smartphone by using Emotion Generating
                  Calculations and Mental State Transition Networks},
  booktitle    = {SCIS{\&}ISIS},
  pages        = {1578--1583},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/snpd/NakataHN12,
  author       = {Yusuke Nakata and
                  Teruhisa Hochin and
                  Hiroki Nomiya},
  title        = {On the Tendency of Arousing Mental States with Strong Emotion by Presenting
                  Audiovisual Materials},
  booktitle    = {{SNPD}},
  pages        = {574--579},
  publisher    = {{IEEE} Computer Society},
  year         = {2012}
}
@inproceedings{DBLP:conf/socrob/GrayB12,
  author       = {Jesse Gray and
                  Cynthia Breazeal},
  title        = {Manipulating Mental States through Physical Action},
  booktitle    = {{ICSR}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7621},
  pages        = {1--14},
  publisher    = {Springer},
  year         = {2012}
}
@phdthesis{DBLP:phd/basesearch/Sindlar11,
  author       = {Michal P. Sindlar},
  title        = {In the eye of the beholder: explaining behavior through mental state
                  attribution},
  school       = {Utrecht University, Netherlands},
  year         = {2011}
}
@article{DBLP:journals/ejasp/CallejasGL11,
  author       = {Zoraida Callejas and
                  David Griol and
                  Ram{\'{o}}n L{\'{o}}pez{-}C{\'{o}}zar},
  title        = {Predicting user mental states in spoken dialogue systems},
  journal      = {{EURASIP} J. Adv. Signal Process.},
  volume       = {2011},
  pages        = {6},
  year         = {2011}
}
@article{DBLP:journals/ijmei/JoshiRSAM11,
  author       = {Deepak Joshi and
                  Rahul Ribiero and
                  Sakti Srivastava and
                  Sneh Anand and
                  Dhrujati Majumdar},
  title        = {Gait coordination: potential marker for mental state},
  journal      = {Int. J. Medical Eng. Informatics},
  volume       = {3},
  number       = {1},
  pages        = {30--39},
  year         = {2011}
}
@article{DBLP:journals/neuroimage/LordAEHLMBHT11,
  author       = {Louis{-}David Lord and
                  Paul Allen and
                  Paul Expert and
                  Oliver D. Howes and
                  Renaud Lambiotte and
                  Philip K. McGuire and
                  Subrata K. Bose and
                  Samuel Hyde and
                  Federico E. Turkheimer},
  title        = {Characterization of the anterior cingulate's role in the at-risk mental
                  state using graph theory},
  journal      = {NeuroImage},
  volume       = {56},
  number       = {3},
  pages        = {1531--1539},
  year         = {2011}
}
@inproceedings{DBLP:conf/acii/MahmoudBRR11,
  author       = {Marwa Mahmoud and
                  Tadas Baltrusaitis and
                  Peter Robinson and
                  Laurel D. Riek},
  title        = {3D Corpus of Spontaneous Complex Mental States},
  booktitle    = {{ACII} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6974},
  pages        = {205--214},
  publisher    = {Springer},
  year         = {2011}
}
@inproceedings{DBLP:conf/atal/SindlarDM11,
  author       = {Michal P. Sindlar and
                  Mehdi Dastani and
                  John{-}Jules Ch. Meyer},
  title        = {Programming mental state abduction},
  booktitle    = {{AAMAS}},
  pages        = {301--308},
  publisher    = {{IFAAMAS}},
  year         = {2011}
}
@inproceedings{DBLP:conf/biostec/Hasson-MeirZHI11,
  author       = {Yehudit Hasson{-}Meir and
                  Andrey Zhdanov and
                  Talma Hendler and
                  Nathan Intrator},
  title        = {Inference of Brain Mental States from Spatio-temporal Analysis of
                  {EEG} Single Trials},
  booktitle    = {{BIOSIGNALS}},
  pages        = {59--66},
  publisher    = {SciTePress},
  year         = {2011}
}
@inproceedings{DBLP:conf/biostec/ToppiBCFVSMA11,
  author       = {Jlenia Toppi and
                  Fabio Babiloni and
                  Febo Cincotti and
                  Fabrizio de Vico Fallani and
                  Giovanni Vecchiato and
                  Serenella Salinari and
                  Donatella Mattia and
                  Laura Astolfi},
  title        = {Spectral Analysis of the Cerebral Activity during Voluntary Modulation
                  of Mental States - {A} High Resolution {EEG} Study},
  booktitle    = {{BIOSIGNALS}},
  pages        = {285--288},
  publisher    = {SciTePress},
  year         = {2011}
}
@inproceedings{DBLP:conf/cogsci/Hayashi11,
  author       = {Hajimu Hayashi},
  title        = {Understanding of mental states for human and non-human agents in young
                  children},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2011}
}
@inproceedings{DBLP:conf/cogsci/JernK11a,
  author       = {Alan Jern and
                  Charles Kemp},
  title        = {Capturing mental state reasoning with influence diagrams},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2011}
}
@inproceedings{DBLP:conf/cogsci/PantelisCRSWWF11,
  author       = {Peter C. Pantelis and
                  Steven A. Cholewiak and
                  Paul Ringstad and
                  Kevin Sanik and
                  Ari Weinstein and
                  Chia{-}Chien Wu and
                  Jacob Feldman},
  title        = {Perception of intentions and mental states in autonomous virtual agents},
  booktitle    = {CogSci},
  publisher    = {cognitivesciencesociety.org},
  year         = {2011}
}
@inproceedings{DBLP:conf/esann/WalterCGRB11,
  author       = {Carina Walter and
                  Gabriele Cierniak and
                  Peter Gerjets and
                  Wolfgang Rosenstiel and
                  Martin Bogdan},
  title        = {Classifying mental states with machine learning algorithms using alpha
                  activity decline},
  booktitle    = {{ESANN}},
  year         = {2011}
}
@inproceedings{DBLP:conf/fgr/BaltrusaitisMBMKRP11,
  author       = {Tadas Baltrusaitis and
                  Daniel McDuff and
                  Ntombikayise Banda and
                  Marwa Mahmoud and
                  Rana El Kaliouby and
                  Peter Robinson and
                  Rosalind W. Picard},
  title        = {Real-time inference of mental states from facial expressions and upper
                  body gestures},
  booktitle    = {{FG}},
  pages        = {909--914},
  publisher    = {{IEEE} Computer Society},
  year         = {2011}
}
@inproceedings{DBLP:conf/icnc/ScheidelZH11,
  author       = {Antonia Scheidel and
                  Ahmad Zufri and
                  Kazuo Hashimoto},
  title        = {Mental state detection and tagging in nursing records},
  booktitle    = {{ICNC}},
  pages        = {913--916},
  publisher    = {{IEEE}},
  year         = {2011}
}
@inproceedings{DBLP:conf/iconip/BosseCMW11,
  author       = {Tibor Bosse and
                  Vikas Chandra and
                  Eve Mitleton{-}Kelly and
                  C. Natalie van der Wal},
  title        = {Analysis of Beliefs of Survivors of the 7/7 London Bombings: Application
                  of a Formal Model for Contagion of Mental States},
  booktitle    = {{ICONIP} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7062},
  pages        = {423--434},
  publisher    = {Springer},
  year         = {2011}
}
@inproceedings{DBLP:conf/ieaaie/BosseHKTW11,
  author       = {Tibor Bosse and
                  Mark Hoogendoorn and
                  Michel C. A. Klein and
                  Jan Treur and
                  C. Natalie van der Wal},
  title        = {Agent-Based Analysis of Patterns in Crowd Behaviour Involving Contagion
                  of Mental States},
  booktitle    = {{IEA/AIE} {(2)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6704},
  pages        = {566--577},
  publisher    = {Springer},
  year         = {2011}
}
@inproceedings{DBLP:conf/ipmi/JanoosSMWM11,
  author       = {Firdaus Janoos and
                  Shantanu Singh and
                  Raghu Machiraju and
                  William M. Wells III and
                  Istv{\'{a}}n {\'{A}}kos M{\'{o}}rocz},
  title        = {State-Space Models of Mental Processes from fMRI},
  booktitle    = {{IPMI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6801},
  pages        = {588--599},
  publisher    = {Springer},
  year         = {2011}
}
@inproceedings{DBLP:conf/ivs/VaradarajanZV11,
  author       = {Karthik Mahesh Varadarajan and
                  Kai Zhou and
                  Markus Vincze},
  title        = {Mental state and behavior inference using Mirror Neuron System architecture
                  for traffic/driver monitoring},
  booktitle    = {Intelligent Vehicles Symposium},
  pages        = {933--938},
  publisher    = {{IEEE}},
  year         = {2011}
}
@inproceedings{DBLP:conf/smc/MeraI11,
  author       = {Kazuya Mera and
                  Takumi Ichimura},
  title        = {Classification of {EGC} output and Mental State Transition Network
                  using Self Organizing Map},
  booktitle    = {{SMC}},
  pages        = {3155--3160},
  publisher    = {{IEEE}},
  year         = {2011}
}
@article{DBLP:journals/cin/WuLYZY10,
  author       = {Dan Wu and
                  Chaoyi Li and
                  Yu Yin and
                  Changzheng Zhou and
                  Dezhong Yao},
  title        = {Music Composition from the Brain Signal: Representing the Mental State
                  by Music},
  journal      = {Comput. Intell. Neurosci.},
  volume       = {2010},
  pages        = {267671:1--267671:6},
  year         = {2010}
}
@article{DBLP:journals/ijbc/LaurentBGPFM10,
  author       = {Fran{\c{c}}ois Laurent and
                  Michel Besserve and
                  Line Garnero and
                  Matthieu Philippe and
                  Genevi{\`{e}}ve Florence and
                  Jacques Martinerie},
  title        = {Source Reconstruction and Synchrony Measurements for Revealing Functional
                  Brain Networks and Classifying Mental States},
  journal      = {Int. J. Bifurc. Chaos},
  volume       = {20},
  number       = {6},
  pages        = {1703--1721},
  year         = {2010}
}
@article{DBLP:journals/ijflis/SantosoNN10,
  author       = {Handri Santoso and
                  Shusaku Nomura and
                  Kazuo Nakamura},
  title        = {Evaluating Mental State of Final Year Students Based on {POMS} Questionnaire
                  and {HRV} Signal},
  journal      = {Int. J. Fuzzy Log. Intell. Syst.},
  volume       = {10},
  number       = {1},
  pages        = {37--42},
  year         = {2010}
}
@article{DBLP:journals/jmui/AbbasiDAU10,
  author       = {Abdul Rehman Abbasi and
                  Matthew N. Dailey and
                  Nitin V. Afzulpurkar and
                  Takeaki Uno},
  title        = {Student mental state inference from unintentional body gestures using
                  dynamic Bayesian networks},
  journal      = {J. Multimodal User Interfaces},
  volume       = {3},
  number       = {1-2},
  pages        = {21--31},
  year         = {2010}
}
@article{DBLP:journals/neuroimage/KuhnBB10,
  author       = {Simone K{\"{u}}hn and
                  Nils Christian Bodammer and
                  Marcel Brass},
  title        = {Dissociating mental states related to doing nothing by means of fMRI
                  pattern classification},
  journal      = {NeuroImage},
  volume       = {53},
  number       = {4},
  pages        = {1294--1300},
  year         = {2010}
}
@article{DBLP:journals/ras/LourensBB10,
  author       = {Tino Lourens and
                  Roos van Berkel and
                  Emilia I. Barakova},
  title        = {Communicating emotions and mental states to robots in a real time
                  parallel framework using Laban movement analysis},
  journal      = {Robotics Auton. Syst.},
  volume       = {58},
  number       = {12},
  pages        = {1256--1265},
  year         = {2010}
}
@inproceedings{DBLP:conf/ecai/SindlarDM10,
  author       = {Michal P. Sindlar and
                  Mehdi Dastani and
                  John{-}Jules Ch. Meyer},
  title        = {Mental State Ascription Using Dynamic Logic},
  booktitle    = {{ECAI}},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {215},
  pages        = {561--566},
  publisher    = {{IOS} Press},
  year         = {2010}
}
@inproceedings{DBLP:conf/edm/FinchamABF10,
  author       = {Jon M. Fincham and
                  John R. Anderson and
                  Shawn A. Betts and
                  Jennifer L. Ferris},
  title        = {Using Neural Imaging and Cognitive Modeling to Infer Mental States
                  while Using an Intelligent Tutoring System},
  booktitle    = {{EDM}},
  pages        = {51--60},
  publisher    = {www.educationaldatamining.org},
  year         = {2010}
}
@article{DBLP:journals/jocn/YoungS09,
  author       = {Liane L. Young and
                  Rebecca Saxe},
  title        = {An fMRI Investigation of Spontaneous Mental State Inference for Moral
                  Judgment},
  journal      = {J. Cogn. Neurosci.},
  volume       = {21},
  number       = {7},
  pages        = {1396--1405},
  year         = {2009}
}
@article{DBLP:journals/neuroimage/SatoFTMMBA09,
  author       = {Jo{\~{a}}o Ricardo Sato and
                  Andr{\'{e}} Fujita and
                  Carlos Eduardo Thomaz and
                  Maria da Gra{\c{c}}a Morais Martin and
                  Janaina Mour{\~{a}}o Miranda and
                  Michael John Brammer and
                  Edson Amaro Jr.},
  title        = {Corrigendum to "Evaluating {SVM} and {MLDA} in the extraction of discriminant
                  regions for mental state prediction": [NeuroImage 46 {(2009)} 105-114]},
  journal      = {NeuroImage},
  volume       = {47},
  number       = {1},
  pages        = {423--425},
  year         = {2009}
}
@article{DBLP:journals/neuroimage/SatoFTMMBJ09,
  author       = {Jo{\~{a}}o Ricardo Sato and
                  Andr{\'{e}} Fujita and
                  Carlos Eduardo Thomaz and
                  Maria da Gra{\c{c}}a Morais Martin and
                  Janaina Mour{\~{a}}o Miranda and
                  Michael John Brammer and
                  Edson Amaro J{\'{u}}nior},
  title        = {Evaluating {SVM} and {MLDA} in the extraction of discriminant regions
                  for mental state prediction},
  journal      = {NeuroImage},
  volume       = {46},
  number       = {1},
  pages        = {105--114},
  year         = {2009}
}
@article{DBLP:journals/nn/FazliPDBMG09,
  author       = {Siamac Fazli and
                  Florin Popescu and
                  M{\'{a}}rton Dan{\'{o}}czy and
                  Benjamin Blankertz and
                  Klaus{-}Robert M{\"{u}}ller and
                  Cristian Grozea},
  title        = {Subject-independent mental state classification in single trials},
  journal      = {Neural Networks},
  volume       = {22},
  number       = {9},
  pages        = {1305--1312},
  year         = {2009}
}
@article{DBLP:journals/osid/ConteKTFMZ09,
  author       = {Elio Conte and
                  Andrei Yu. Khrennikov and
                  Orlando Todarello and
                  Antonio Federici and
                  Leonardo Mendolicchio and
                  Joseph P. Zbilut},
  title        = {Mental States Follow Quantum Mechanics During Perception and Cognition
                  of Ambiguous Figures},
  journal      = {Open Syst. Inf. Dyn.},
  volume       = {16},
  number       = {1},
  pages        = {85--102},
  year         = {2009}
}
@article{DBLP:journals/tbe/DasRN09,
  author       = {Koel Das and
                  Daniel S. Rizzuto and
                  Zoran Nenadic},
  title        = {Mental State Estimation for Brain-Computer Interfaces},
  journal      = {{IEEE} Trans. Biomed. Eng.},
  volume       = {56},
  number       = {8},
  pages        = {2114--2122},
  year         = {2009}
}
@inproceedings{DBLP:conf/ausai/CalvoBS09,
  author       = {Rafael A. Calvo and
                  Iain Brown and
                  Steve Scheding},
  title        = {Effect of Experimental Factors on the Recognition of Affective Mental
                  States through Physiological Measures},
  booktitle    = {Australasian Conference on Artificial Intelligence},
  series       = {Lecture Notes in Computer Science},
  volume       = {5866},
  pages        = {62--70},
  publisher    = {Springer},
  year         = {2009}
}
@inproceedings{DBLP:conf/cost/OndasBJD09,
  author       = {Stanislav Ond{\'{a}}s and
                  Elisabetta Bevacqua and
                  Jozef Juh{\'{a}}r and
                  Peter Demeter},
  title        = {Towards Influencing of the Conversational Agent Mental State in the
                  Task of Active Listening},
  booktitle    = {{COST} 2102 Training School},
  series       = {Lecture Notes in Computer Science},
  volume       = {5967},
  pages        = {113--121},
  publisher    = {Springer},
  year         = {2009}
}
@inproceedings{DBLP:conf/esann/Gouy-PaillerMCJ09,
  author       = {C{\'{e}}dric Gouy{-}Pailler and
                  J{\'{e}}r{\'{e}}mie Mattout and
                  Marco Congedo and
                  Christian Jutten},
  title        = {Uncued brain-computer interfaces: a variational hidden markov model
                  of mental state dynamics},
  booktitle    = {{ESANN}},
  year         = {2009}
}
@inproceedings{DBLP:conf/icaart/HerazF09a,
  author       = {Alicia Heraz and
                  Claude Frasson},
  title        = {How Do Emotions Induce Dominant Learners' Mental States Predicted
                  from Their Brainwaves?},
  booktitle    = {{ICAART} (Revised Selected Papers)},
  series       = {Communications in Computer and Information Science},
  volume       = {67},
  pages        = {33--43},
  publisher    = {Springer},
  year         = {2009}
}
@inproceedings{DBLP:conf/iwcs/Chen09,
  author       = {Wei Chen},
  title        = {Understanding Mental States in Natural Language},
  booktitle    = {{IWCS}},
  pages        = {61--72},
  publisher    = {Association for Computational Linguistics},
  year         = {2009}
}
@inproceedings{DBLP:conf/somet/HakuraFK09,
  author       = {Jun Hakura and
                  Hamido Fujita and
                  Masaki Kurematsu},
  title        = {Facial Expression Invariants for Estimating Mental States of Person},
  booktitle    = {SoMeT},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {199},
  pages        = {518--530},
  publisher    = {{IOS} Press},
  year         = {2009}
}
@article{DBLP:journals/amai/Dragoni08,
  author       = {Aldo Franco Dragoni},
  title        = {Mental states as multi-context systems},
  journal      = {Ann. Math. Artif. Intell.},
  volume       = {54},
  number       = {4},
  pages        = {265--292},
  year         = {2008}
}
@article{DBLP:journals/jocn/NjomboroDH08,
  author       = {Progress Njomboro and
                  Shoumitro Deb and
                  Glyn W. Humphreys},
  title        = {Dissociation between Decoding and Reasoning about Mental States in
                  Patients with Theory of Mind Reasoning Impairments},
  journal      = {J. Cogn. Neurosci.},
  volume       = {20},
  number       = {9},
  pages        = {1557--1564},
  year         = {2008}
}
@inproceedings{DBLP:conf/dalt/SindlarDDM08,
  author       = {Michal P. Sindlar and
                  Mehdi Dastani and
                  Frank Dignum and
                  John{-}Jules Ch. Meyer},
  title        = {Mental State Abduction of BDI-Based Agents},
  booktitle    = {{DALT}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5397},
  pages        = {161--178},
  publisher    = {Springer},
  year         = {2008}
}
@inproceedings{DBLP:conf/gecco/AgapitosDLS08,
  author       = {Alexandros Agapitos and
                  Matthew Dyson and
                  Simon M. Lucas and
                  Francisco Sepulveda},
  title        = {Learning to recognise mental activities: genetic programming of stateful
                  classifiers for brain-computer interfacing},
  booktitle    = {{GECCO}},
  pages        = {1155--1162},
  publisher    = {{ACM}},
  year         = {2008}
}
@article{DBLP:journals/cogsr/Treur07,
  author       = {Jan Treur},
  title        = {Temporal factorisation: {A} unifying principle for dynamics of the
                  world and of mental states},
  journal      = {Cogn. Syst. Res.},
  volume       = {8},
  number       = {2},
  pages        = {57--74},
  year         = {2007}
}
@inproceedings{DBLP:conf/acii/PanGSL07,
  author       = {Xueni Pan and
                  Marco Gillies and
                  Tevfik Metin Sezgin and
                  C{\'{e}}line Loscos},
  title        = {Expressing Complex Mental States Through Facial Expressions},
  booktitle    = {{ACII}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4738},
  pages        = {745--746},
  publisher    = {Springer},
  year         = {2007}
}
@inproceedings{DBLP:conf/atal/LoriniTHC07,
  author       = {Emiliano Lorini and
                  Nicolas Troquard and
                  Andreas Herzig and
                  Cristiano Castelfranchi},
  title        = {Delegation and mental states},
  booktitle    = {{AAMAS}},
  pages        = {153},
  publisher    = {{IFAAMAS}},
  year         = {2007}
}
@inproceedings{DBLP:conf/hci/TrejoKPRKKMZ07,
  author       = {Leonard J. Trejo and
                  Kevin H. Knuth and
                  Raquel Prado and
                  Roman Rosipal and
                  Karla Kubitz and
                  Rebekah Kochavi and
                  Bryan Matthews and
                  Yuzheng Zhang},
  title        = {EEG-Based Estimation of Mental Fatigue: Convergent Evidence for a
                  Three-State Model},
  booktitle    = {{HCI} {(16)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4565},
  pages        = {201--211},
  publisher    = {Springer},
  year         = {2007}
}
@inproceedings{DBLP:conf/ijcai/PiuntiCF07,
  author       = {Michele Piunti and
                  Cristiano Castelfranchi and
                  Rino Falcone},
  title        = {Surprise as Shortcut for Anticipation: Clustering Mental States in
                  Reasoning},
  booktitle    = {{IJCAI}},
  pages        = {507--512},
  year         = {2007}
}
@inproceedings{DBLP:conf/lsms/Liu07a,
  author       = {Zhen Liu},
  title        = {Simulation of Virtual Human's Mental State in Behavior Animation},
  booktitle    = {{LSMS} {(2)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4689},
  pages        = {284--291},
  publisher    = {Springer},
  year         = {2007}
}
@inproceedings{DBLP:conf/maveba/LandauYWSS07,
  author       = {M. Landau and
                  T. Yingthawornsuk and
                  D. Mitchell Wilkes and
                  Richard G. Shiavi and
                  Ronald M. Salomon},
  title        = {Predicting severity of mental state using vocal output characteristics},
  booktitle    = {{MAVEBA}},
  pages        = {153--156},
  publisher    = {Firenze University Press / {ISCA}},
  year         = {2007}
}
@inproceedings{DBLP:conf/micai/JiangXRKZ07,
  author       = {Peilin Jiang and
                  Hua Xiang and
                  Fuji Ren and
                  Shingo Kuroiwa and
                  Nanning Zheng},
  title        = {The Framework of Mental State Transition Analysis},
  booktitle    = {{MICAI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4827},
  pages        = {1046--1055},
  publisher    = {Springer},
  year         = {2007}
}
@inproceedings{DBLP:conf/aose/LapouchnianL06,
  author       = {Alexei Lapouchnian and
                  Yves Lesp{\'{e}}rance},
  title        = {Modeling Mental States in the Analysis of Multiagent Systems Requirements},
  booktitle    = {{AOSE}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4405},
  pages        = {104--121},
  publisher    = {Springer},
  year         = {2006}
}
@inproceedings{DBLP:conf/atal/LapouchnianL06,
  author       = {Alexei Lapouchnian and
                  Yves Lesp{\'{e}}rance},
  title        = {Modeling mental states in the analysis of multiagent systems requirements},
  booktitle    = {{AAMAS}},
  pages        = {241--243},
  publisher    = {{ACM}},
  year         = {2006}
}
@inproceedings{DBLP:conf/caise/LapouchnianL06,
  author       = {Alexei Lapouchnian and
                  Yves Lesp{\'{e}}rance},
  title        = {Modeling Mental States in Agent-Oriented Requirements Engineering},
  booktitle    = {CAiSE},
  series       = {Lecture Notes in Computer Science},
  volume       = {4001},
  pages        = {480--494},
  publisher    = {Springer},
  year         = {2006}
}
@phdthesis{DBLP:phd/ethos/Kaliouby05,
  author       = {Rana El Kaliouby},
  title        = {Mind-reading machines: automated inference of complex mental states},
  school       = {University of Cambridge, {UK}},
  year         = {2005}
}
@article{DBLP:journals/neuroimage/MitchellBM05,
  author       = {Jason P. Mitchell and
                  Mahzarin R. Banaji and
                  C. Neil Macrae},
  title        = {General and specific contributions of the medial prefrontal cortex
                  to knowledge about mental states},
  journal      = {NeuroImage},
  volume       = {28},
  number       = {4},
  pages        = {757--762},
  year         = {2005}
}
@inproceedings{DBLP:conf/caepia/CascalhoACC05,
  author       = {Jos{\'{e}} Cascalho and
                  Luis Antunes and
                  Milton Corr{\^{e}}a and
                  Helder Coelho},
  title        = {Toward a Motivated {BDI} Agent Using Attributes Embedded in Mental
                  States},
  booktitle    = {{CAEPIA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4177},
  pages        = {459--469},
  publisher    = {Springer},
  year         = {2005}
}
@inproceedings{DBLP:conf/euc/JiangXRK05,
  author       = {Peilin Jiang and
                  Hua Xiang and
                  Fuji Ren and
                  Shingo Kuroiwa},
  title        = {An Advanced Mental State Transition Network and Psychological Experiments},
  booktitle    = {{EUC}},
  series       = {Lecture Notes in Computer Science},
  volume       = {3824},
  pages        = {1026--1035},
  publisher    = {Springer},
  year         = {2005}
}
@inproceedings{DBLP:conf/wstst/EgawaNSC05,
  author       = {Masataka Egawa and
                  Shoichi Nakamura and
                  Kazuhiko Sato and
                  Zixue Cheng},
  title        = {A Support Method for Programming Education Based on Analysis of Each
                  Learner's Mental States},
  booktitle    = {{WSTST}},
  series       = {Advances in Soft Computing},
  volume       = {29},
  pages        = {1236--1245},
  publisher    = {Springer},
  year         = {2005}
}
@inproceedings{DBLP:conf/atal/MeneguzziZM04,
  author       = {Felipe Rech Meneguzzi and
                  Avelino F. Zorzo and
                  Michael C. M{\'{o}}ra},
  title        = {Mapping Mental States into Propositional Planning},
  booktitle    = {{AAMAS}},
  pages        = {1514--1515},
  publisher    = {{IEEE} Computer Society},
  year         = {2004}
}
@inproceedings{DBLP:conf/cvpr/KalioubyR04,
  author       = {Rana El Kaliouby and
                  Peter Robinson},
  title        = {Real-Time Inference of Complex Mental States from Facial Expressions
                  and Head Gestures},
  booktitle    = {{CVPR} Workshops},
  pages        = {154},
  publisher    = {{IEEE} Computer Society},
  year         = {2004}
}
@inproceedings{DBLP:conf/flairs/GalitskyT04,
  author       = {Boris A. Galitsky and
                  Irina Tumarkina},
  title        = {Justification of Customer Complaints using Emotional States and Mental
                  Actions},
  booktitle    = {{FLAIRS}},
  pages        = {239--244},
  publisher    = {{AAAI} Press},
  year         = {2004}
}
@inproceedings{DBLP:conf/smc/KalioubyR04,
  author       = {Rana El Kaliouby and
                  Peter Robinson},
  title        = {Mind reading machines: automated inference of cognitive mental states
                  from video},
  booktitle    = {{SMC} {(1)}},
  pages        = {682--688},
  publisher    = {{IEEE}},
  year         = {2004}
}
@article{DBLP:journals/cogsr/JonkerT03a,
  author       = {Catholijn M. Jonker and
                  Jan Treur},
  title        = {A temporal-interactivist perspective on the dynamics of mental states},
  journal      = {Cogn. Syst. Res.},
  volume       = {4},
  number       = {2},
  pages        = {137--155},
  year         = {2003}
}
@article{DBLP:journals/logcom/DragoniGS02,
  author       = {Aldo Franco Dragoni and
                  Paolo Giorgini and
                  Luciano Serafini},
  title        = {Mental States Recognition from Communication},
  journal      = {J. Log. Comput.},
  volume       = {12},
  number       = {1},
  pages        = {119--136},
  year         = {2002}
}
@inproceedings{DBLP:conf/aaai/CohenOBA02,
  author       = {Paul R. Cohen and
                  Tim Oates and
                  Carole R. Beal and
                  Niall M. Adams},
  title        = {Contentful Mental States for Robot Baby},
  booktitle    = {{AAAI/IAAI}},
  pages        = {126--131},
  publisher    = {{AAAI} Press / The {MIT} Press},
  year         = {2002}
}
@inproceedings{DBLP:conf/atal/JonkerT02,
  author       = {Catholijn M. Jonker and
                  Jan Treur},
  title        = {A dynamic perspective on an agent's mental states and interaction
                  with its environment},
  booktitle    = {{AAMAS}},
  pages        = {865--872},
  publisher    = {{ACM}},
  year         = {2002}
}
@inproceedings{DBLP:conf/ieaaie/Saba02,
  author       = {Walid S. Saba},
  title        = {Mental States of Autonomous Agents in Competitive and Cooperative
                  Settings},
  booktitle    = {{IEA/AIE}},
  series       = {Lecture Notes in Computer Science},
  volume       = {2358},
  pages        = {373--382},
  publisher    = {Springer},
  year         = {2002}
}
@inproceedings{DBLP:conf/pricai/Wobcke02,
  author       = {Wayne Wobcke},
  title        = {Modelling PRS-Like Agents' Mental States},
  booktitle    = {{PRICAI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {2417},
  pages        = {138--147},
  publisher    = {Springer},
  year         = {2002}
}
@inproceedings{DBLP:journals/entcs/NideTA02,
  author       = {Naoyuki Nide and
                  Shiro Takata and
                  Tadashi Araragi},
  title        = {Deduction Systems for {BDI} Logics with Mental State Consistency},
  booktitle    = {{CLIMA}},
  series       = {Electronic Notes in Theoretical Computer Science},
  volume       = {70},
  number       = {5},
  pages        = {140--152},
  publisher    = {Elsevier},
  year         = {2002}
}
@article{DBLP:journals/ci/PanzarasaJN01,
  author       = {Pietro Panzarasa and
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                  Timothy J. Norman},
  title        = {Social Mental Shaping: Modelling the Impact of Sociality on the Mental
                  States of Autonomous Agents},
  journal      = {Comput. Intell.},
  volume       = {17},
  number       = {3},
  pages        = {738--782},
  year         = {2001}
}
@inproceedings{DBLP:conf/fuzzy/MartinBDLM01,
  author       = {Jose L. Mart{\'{\i}}n and
                  Luciano Boquete and
                  Carmen Diaz and
                  Manuel Garcia de Leon and
                  Manuel Mazo},
  title        = {Discrimination between Two Mental States (Rest and Motor Image) Using
                  Wavelet Transform and Neural Networks},
  booktitle    = {Fuzzy Days},
  series       = {Lecture Notes in Computer Science},
  volume       = {2206},
  pages        = {28--32},
  publisher    = {Springer},
  year         = {2001}
}
@article{DBLP:journals/mima/Duchan00,
  author       = {Judith Felson Duchan},
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                  Frye and Chris Moore, eds., Children's Theories of Mind: Mental States
                  and Social Understanding},
  journal      = {Minds Mach.},
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  year         = {2000}
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  author       = {Aldo Franco Dragoni and
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  title        = {Updating mental states from informative communication},
  booktitle    = {Agents},
  pages        = {231--232},
  publisher    = {{ACM}},
  year         = {2000}
}
@inproceedings{DBLP:conf/atal/DragoniGS00,
  author       = {Aldo Franco Dragoni and
                  Paolo Giorgini and
                  Luciano Serafini},
  title        = {Updating Mental States from Communication},
  booktitle    = {{ATAL}},
  series       = {Lecture Notes in Computer Science},
  volume       = {1986},
  pages        = {15--30},
  publisher    = {Springer},
  year         = {2000}
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@inproceedings{DBLP:conf/aaai/CohenL99,
  author       = {Paul R. Cohen and
                  Mary Litch},
  title        = {What are contentful mental states? Dretske's theory of mental content
                  viewed in the light of robot learning and planning algortihms},
  booktitle    = {{AAAI/IAAI}},
  pages        = {108--113},
  publisher    = {{AAAI} Press / The {MIT} Press},
  year         = {1999}
}
@inproceedings{DBLP:conf/amia/WeinstockMKS99,
  author       = {Alan Weinstock and
                  Michael R. Mittleman and
                  Beatrice M. Kovasznay and
                  Barbara A. Soldano},
  title        = {{ORION:} New York State Electronic Medical Record for Mental Health
                  Services},
  booktitle    = {{AMIA}},
  publisher    = {{AMIA}},
  year         = {1999}
}
@article{DBLP:journals/aicom/Laine98,
  author       = {Tei Laine},
  title        = {Logic, Ontologies and Mental States - Report on the {ECAI-98} Conference},
  journal      = {{AI} Commun.},
  volume       = {11},
  number       = {3-4},
  pages        = {229--232},
  year         = {1998}
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@inproceedings{DBLP:conf/iberamia/CorreaC98,
  author       = {Milton Corr{\^{e}}a and
                  Helder Coelho},
  title        = {From Mental States and Architectures to Agents' Programming},
  booktitle    = {{IBERAMIA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {1484},
  pages        = {64--75},
  publisher    = {Springer},
  year         = {1998}
}
@inproceedings{DBLP:conf/sbia/CorreaC98,
  author       = {Milton Corr{\^{e}}a and
                  Helder Coelho},
  title        = {Agent's Programming from a Mental States Framework},
  booktitle    = {{SBIA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {1515},
  pages        = {31--39},
  publisher    = {Springer},
  year         = {1998}
}
@inproceedings{DBLP:conf/coling/Bouillon96,
  author       = {Pierrette Bouillon},
  title        = {Mental State Adjectives: the Perspective of Generative Lexicon},
  booktitle    = {{COLING}},
  pages        = {143--148},
  year         = {1996}
}
@inproceedings{DBLP:conf/sbia/MoussalleVC96,
  author       = {Neila Maria Moussalle and
                  Rosa Maria Vicari and
                  Milton Corr{\^{e}}a},
  title        = {Intelligent Tutoring Systems Modelled Through the Mental States},
  booktitle    = {{SBIA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {1159},
  pages        = {221--230},
  publisher    = {Springer},
  year         = {1996}
}
@article{DBLP:journals/corr/cmp-lg-9607019,
  author       = {Pierrette Bouillon},
  title        = {Mental State Adjectives: the Perspective of Generative Lexicon},
  journal      = {CoRR},
  volume       = {cmp-lg/9607019},
  year         = {1996}
}
@article{DBLP:journals/sp/AndersonDS95,
  author       = {Charles W. Anderson and
                  Saikumar V. Devulapalli and
                  Erik A. Stolz},
  title        = {Determining Mental State from {EEG} Signals Using Parallel Implementations
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  journal      = {Sci. Program.},
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  year         = {1995}
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@inproceedings{DBLP:conf/dai/Rao95,
  author       = {Anand S. Rao},
  title        = {Integrated Agent Architecture: Execution and Recognition of Mental-States},
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  series       = {Lecture Notes in Computer Science},
  volume       = {1087},
  pages        = {159--173},
  publisher    = {Springer},
  year         = {1995}
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@inproceedings{DBLP:conf/mi/McCarthy95,
  author       = {John McCarthy},
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  booktitle    = {Machine Intelligence 15},
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  publisher    = {Oxford University Press},
  year         = {1995}
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@inproceedings{DBLP:conf/ecai/DragoniP94,
  author       = {Aldo Franco Dragoni and
                  Paolo Puliti},
  title        = {Mental States Recognition from Speech Acts through Abduction},
  booktitle    = {{ECAI}},
  pages        = {183--187},
  publisher    = {John Wiley and Sons, Chichester},
  year         = {1994}
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@inproceedings{DBLP:conf/kr/BarndenHIS94,
  author       = {John A. Barnden and
                  Stephen Helmreich and
                  Eric Iverson and
                  Gees C. Stein},
  title        = {An Integrated Implementation of Simulative, Uncertain and Metaphorical
                  Reasoning about Mental States},
  booktitle    = {{KR}},
  pages        = {27--38},
  publisher    = {Morgan Kaufmann},
  year         = {1994}
}
@phdthesis{DBLP:phd/ethos/Stuart92,
  author       = {Susan A. J. Stuart},
  title        = {When is it justifiable to ascribe mental states to non-human systems?},
  school       = {Open University, Milton Keynes, {UK}},
  year         = {1992}
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@article{DBLP:journals/ijmms/CouryWC92,
  author       = {Bruce G. Coury and
                  Monica Zubritzky Weiland and
                  V. Grayson Cuqlock{-}Knopp},
  title        = {Probing the Mental Models of System State Categories with Multidimensional
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  journal      = {Int. J. Man Mach. Stud.},
  volume       = {36},
  number       = {5},
  pages        = {673--696},
  year         = {1992}
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@article{DBLP:journals/aai/Sloman91,
  author       = {Aaron Sloman},
  title        = {The explanatory role of mental states},
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  number       = {2},
  pages        = {109--129},
  year         = {1991}
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@inproceedings{DBLP:conf/wsc/McCollumH82,
  author       = {Neal N. McCollum and
                  Daniel M. Harris},
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  pages        = {403--411},
  publisher    = {{ACM}},
  year         = {1982}
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@article{DBLP:journals/ior/BodinC74,
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                  T. Owen Carroll},
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  year         = {1974}
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@article{DBLP:journals/ior/BodinCLS72,
  author       = {Lawrence D. Bodin and
                  T. Owen Carroll and
                  Allen Lee and
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  journal      = {Oper. Res.},
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  year         = {1972}
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