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@article{DBLP:journals/corr/abs-2401-12382,
  author       = {Fabian Nwaoha and
                  Ziyad Gaffar and
                  Ho Joon Chun and
                  Marina Sokolova},
  title        = {Longitudinal Sentiment Classification of Reddit Posts},
  journal      = {CoRR},
  volume       = {abs/2401.12382},
  year         = {2024}
}
@article{DBLP:journals/corr/abs-2401-13805,
  author       = {Fabian Nwaoha and
                  Ziyad Gaffar and
                  Ho Joon Chun and
                  Marina Sokolova},
  title        = {Longitudinal Sentiment Topic Modelling of Reddit Posts},
  journal      = {CoRR},
  volume       = {abs/2401.13805},
  year         = {2024}
}
@article{DBLP:journals/corr/abs-2405-02349,
  author       = {Siana Kong and
                  Marina Sokolova},
  title        = {Explainable Multi-Label Classification of {MBTI} Types},
  journal      = {CoRR},
  volume       = {abs/2405.02349},
  year         = {2024}
}
@article{DBLP:journals/bioinformatics/PesaranghaderMS22,
  author       = {Ahmad Pesaranghader and
                  Stan Matwin and
                  Marina Sokolova and
                  Jean{-}Christophe Grenier and
                  Robert G. Beiko and
                  Julie Hussin},
  title        = {deepSimDEF: deep neural embeddings of gene products and gene ontology
                  terms for functional analysis of genes},
  journal      = {Bioinform.},
  volume       = {38},
  number       = {11},
  pages        = {3051--3061},
  year         = {2022}
}
@article{DBLP:journals/corr/abs-2205-06863,
  author       = {Yilin Yang and
                  Tomas Fieg and
                  Marina Sokolova},
  title        = {Sentiment Analysis of Covid-related Reddits},
  journal      = {CoRR},
  volume       = {abs/2205.06863},
  year         = {2022}
}
@article{DBLP:journals/sncs/ChenS21,
  author       = {Qufei Chen and
                  Marina Sokolova},
  title        = {Specialists, Scientists, and Sentiments: Word2Vec and Doc2Vec in Analysis
                  of Scientific and Medical Texts},
  journal      = {{SN} Comput. Sci.},
  volume       = {2},
  number       = {5},
  pages        = {414},
  year         = {2021}
}
@article{DBLP:journals/corr/abs-2105-13430,
  author       = {YuanZheng Hu and
                  Marina Sokolova},
  title        = {Explainable Multi-class Classification of the {CAMH} {COVID-19} Mental
                  Health Data},
  journal      = {CoRR},
  volume       = {abs/2105.13430},
  year         = {2021}
}
@article{DBLP:journals/corr/abs-2108-06215,
  author       = {Zihan Chen and
                  Marina Sokolova},
  title        = {Sentiment Analysis of the COVID-related r/Depression Posts},
  journal      = {CoRR},
  volume       = {abs/2108.06215},
  year         = {2021}
}
@article{DBLP:journals/cmm/ChurbanovaCTEGS20,
  author       = {Natalia G. Churbanova and
                  Antonina A. Chechina and
                  Marina A. Trapeznikova and
                  Aleksey Ermakov and
                  Mikhail German and
                  Pavel Sokolov and
                  Obidzhon Bozorov},
  title        = {{CMMSE-2019:} Simulation and visualization of vehicular traffic on
                  road networks using high-performance computing systems},
  journal      = {Comput. Math. Methods},
  volume       = {2},
  number       = {3},
  year         = {2020}
}
@article{DBLP:journals/ijpr/DolguiIPSIW20,
  author       = {Alexandre Dolgui and
                  Dmitry A. Ivanov and
                  Semyon A. Potryasaev and
                  Boris V. Sokolov and
                  Marina Ivanova and
                  Frank Werner},
  title        = {Blockchain-oriented dynamic modelling of smart contract design and
                  execution in the supply chain},
  journal      = {Int. J. Prod. Res.},
  volume       = {58},
  number       = {7},
  pages        = {2184--2199},
  year         = {2020}
}
@article{DBLP:journals/sensors/BraininaBSSTV20,
  author       = {Khiena Z. Brainina and
                  Maria A. Bukharinova and
                  Natalia Yu. Stozhko and
                  Sergey V. Sokolkov and
                  Aleksey V. Tarasov and
                  Marina B. Vidrevich},
  title        = {Electrochemical Sensor Based on a Carbon Veil Modified by Phytosynthesized
                  Gold Nanoparticles for Determination of Ascorbic Acid},
  journal      = {Sensors},
  volume       = {20},
  number       = {6},
  pages        = {1800},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2010-09574,
  author       = {Marina Sokolova Victoria Bobicev},
  title        = {Machine Learning Evaluation of the Echo-Chamber Effect in Medical
                  Forums},
  journal      = {CoRR},
  volume       = {abs/2010.09574},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2012-13796,
  author       = {YuanZheng Hu and
                  Marina Sokolova},
  title        = {Explainable Multi-class Classification of Medical Data},
  journal      = {CoRR},
  volume       = {abs/2012.13796},
  year         = {2020}
}
@article{DBLP:journals/corr/abs-2012-14059,
  author       = {YuanZheng Hu and
                  Marina Sokolova},
  title        = {Convolutional Neural Networks in Multi-Class Classification of Medical
                  Data},
  journal      = {CoRR},
  volume       = {abs/2012.14059},
  year         = {2020}
}
@article{DBLP:journals/jamia/PesaranghaderMS19,
  author       = {Ahmad Pesaranghader and
                  Stan Matwin and
                  Marina Sokolova and
                  Ali Pesaranghader},
  title        = {deepBioWSD: effective deep neural word sense disambiguation of biomedical
                  text data},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {26},
  number       = {5},
  pages        = {438--446},
  year         = {2019}
}
@inproceedings{DBLP:conf/ai/ChenS19,
  author       = {Qufei Chen and
                  Marina Sokolova},
  title        = {Unsupervised Sentiment Analysis of Objective Texts},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11489},
  pages        = {460--465},
  publisher    = {Springer},
  year         = {2019}
}
@inproceedings{DBLP:conf/meco/SokolovFBB19,
  author       = {Alexsey Sokolov and
                  Tatyana Fetisova and
                  Alexander Bakulev and
                  Marina Bakuleva},
  title        = {Development of the Algorithm for Finding the Optimal Path in a Transport
                  Network with Dynamic Parameters based on the Multidimensional Data
                  Model},
  booktitle    = {{MECO}},
  pages        = {1--4},
  publisher    = {{IEEE}},
  year         = {2019}
}
@article{DBLP:journals/ijdsa/Sokolova18,
  author       = {Marina Sokolova},
  title        = {Big Text advantages and challenges: classification perspective},
  journal      = {Int. J. Data Sci. Anal.},
  volume       = {5},
  number       = {1},
  pages        = {1--10},
  year         = {2018}
}
@inproceedings{DBLP:conf/ai/PesaranghaderPM18,
  author       = {Ahmad Pesaranghader and
                  Ali Pesaranghader and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {One Single Deep Bidirectional {LSTM} Network for Word Sense Disambiguation
                  of Text Data},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10832},
  pages        = {96--107},
  publisher    = {Springer},
  year         = {2018}
}
@inproceedings{DBLP:conf/ldic/IvanovDIS18,
  author       = {Dmitry A. Ivanov and
                  Alexandre Dolgui and
                  Marina Ivanova and
                  Boris V. Sokolov},
  title        = {Simulation Vs. Optimization Approaches to Ripple Effect Modelling
                  in the Supply Chain},
  booktitle    = {{LDIC}},
  series       = {Lecture Notes in Logistics},
  pages        = {34--39},
  publisher    = {Springer},
  year         = {2018}
}
@inproceedings{DBLP:conf/smm4h/BobicevS18,
  author       = {Victoria Bobicev and
                  Marina Sokolova},
  title        = {Thumbs Up and Down: Sentiment Analysis of Medical Online Forums},
  booktitle    = {SMM4H@EMNLP},
  pages        = {22--26},
  publisher    = {Association for Computational Linguistics},
  year         = {2018}
}
@article{DBLP:journals/corr/abs-1802-09059,
  author       = {Ahmad Pesaranghader and
                  Ali Pesaranghader and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {One Single Deep Bidirectional {LSTM} Network for Word Sense Disambiguation
                  of Text Data},
  journal      = {CoRR},
  volume       = {abs/1802.09059},
  year         = {2018}
}
@article{DBLP:journals/corr/abs-1803-06390,
  author       = {Marina Sokolova and
                  Victoria Bobicev},
  title        = {Corpus Statistics in Text Classification of Online Data},
  journal      = {CoRR},
  volume       = {abs/1803.06390},
  year         = {2018}
}
@article{DBLP:journals/corr/abs-1805-00352,
  author       = {Qufei Chen and
                  Marina Sokolova},
  title        = {Word2Vec and Doc2Vec in Unsupervised Sentiment Analysis of Clinical
                  Discharge Summaries},
  journal      = {CoRR},
  volume       = {abs/1805.00352},
  year         = {2018}
}
@article{DBLP:journals/es/MikhaylovCSP17,
  author       = {S. N. Mikhaylov and
                  V. V. Chuikova and
                  Marina V. Sokolova and
                  A. M. Potapenko},
  title        = {A case study of duplications detection for educational domain thorough
                  ad hoc search and identification NLP-based method},
  journal      = {Expert Syst. J. Knowl. Eng.},
  volume       = {34},
  number       = {4},
  year         = {2017}
}
@article{DBLP:journals/ijpr/IvanovDSI17,
  author       = {Dmitry A. Ivanov and
                  Alexandre Dolgui and
                  Boris V. Sokolov and
                  Marina Ivanova},
  title        = {Literature review on disruption recovery in the supply chain},
  journal      = {Int. J. Prod. Res.},
  volume       = {55},
  number       = {20},
  pages        = {6158--6174},
  year         = {2017}
}
@article{DBLP:journals/percom/Martinez-Rodrigo17,
  author       = {Arturo Mart{\'{\i}}nez{-}Rodrigo and
                  Roberto Zangr{\'{o}}niz and
                  Jos{\'{e}} Manuel Pastor and
                  Marina V. Sokolova},
  title        = {Arousal level classification of the aging adult from electro-dermal
                  activity: From hardware development to software architecture},
  journal      = {Pervasive Mob. Comput.},
  volume       = {34},
  pages        = {46--59},
  year         = {2017}
}
@article{DBLP:journals/tdp/JaferMS17,
  author       = {Yasser Jafer and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {A Multi-dimensional Privacy-aware Evaluation Function in Automatic
                  Feature Selection},
  journal      = {Trans. Data Priv.},
  volume       = {10},
  number       = {3},
  pages        = {145--174},
  year         = {2017}
}
@inproceedings{DBLP:conf/ai/BobicevS17,
  author       = {Victoria Bobicev and
                  Marina Sokolova},
  title        = {Confused and Thankful: Multi-label Sentiment Classification of Health
                  Forums},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10233},
  pages        = {284--289},
  year         = {2017}
}
@inproceedings{DBLP:conf/iwinac/SokolovaGEFA17,
  author       = {Marina V. Sokolova and
                  Francisco Javier G{\'{o}}mez and
                  Jos{\'{e}} Manuel Ortiz Egea and
                  Miguel Angel Fern{\'{a}}ndez and
                  Adoraci{\'{o}}n P{\'{e}}rez Andr{\'{e}}s},
  title        = {Towards Assistive Solutions for People with Central Vision Loss},
  booktitle    = {{IWINAC} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {10337},
  pages        = {223--232},
  publisher    = {Springer},
  year         = {2017}
}
@inproceedings{DBLP:conf/ranlp/BobicevS17,
  author       = {Victoria Bobicev and
                  Marina Sokolova},
  title        = {Inter-Annotator Agreement in Sentiment Analysis: Machine Learning
                  Perspective},
  booktitle    = {{RANLP}},
  pages        = {97--102},
  publisher    = {{INCOMA} Ltd.},
  year         = {2017}
}
@article{DBLP:journals/corr/SokolovaSHCM17,
  author       = {Marina Sokolova and
                  Vera Sazonova and
                  Kanyi Huang and
                  Rudraneel Chakraboty and
                  Stan Matwin},
  title        = {Studying Positive Speech on Twitter},
  journal      = {CoRR},
  volume       = {abs/1702.08866},
  year         = {2017}
}
@article{DBLP:journals/bioinformatics/PesaranghaderMS16,
  author       = {Ahmad Pesaranghader and
                  Stan Matwin and
                  Marina Sokolova and
                  Robert G. Beiko},
  title        = {simDEF: definition-based semantic similarity measure of gene ontology
                  terms for functional similarity analysis of genes},
  journal      = {Bioinform.},
  volume       = {32},
  number       = {9},
  pages        = {1380--1387},
  year         = {2016}
}
@article{DBLP:journals/pai/TranS16,
  author       = {Dung Tran and
                  Marina Sokolova},
  title        = {Applying multi-label and multi-class classification to enhance K-anonymity
                  in sequential releases},
  journal      = {Prog. Artif. Intell.},
  volume       = {5},
  number       = {4},
  pages        = {277--288},
  year         = {2016}
}
@incollection{DBLP:series/sci/SokolovaM16,
  author       = {Marina Sokolova and
                  Stan Matwin},
  title        = {Personal Privacy Protection in Time of Big Data},
  booktitle    = {Challenges in Computational Statistics and Data Mining},
  series       = {Studies in Computational Intelligence},
  volume       = {605},
  pages        = {365--380},
  publisher    = {Springer},
  year         = {2016}
}
@article{DBLP:journals/corr/GhazinourMS16,
  author       = {Kambiz Ghazinour and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {YOURPRIVACYPROTECTOR, {A} recommender system for privacy settings
                  in social networks},
  journal      = {CoRR},
  volume       = {abs/1602.01937},
  year         = {2016}
}
@article{DBLP:journals/corr/SokolovaHMRSBOO16,
  author       = {Marina Sokolova and
                  Kanyi Huang and
                  Stan Matwin and
                  Joshua Ramisch and
                  Vera Sazonova and
                  Renee Black and
                  Chris Orwa and
                  Sidney Ochieng and
                  Nanjira Sambuli},
  title        = {Topic Modelling and Event Identification from Twitter Textual Data},
  journal      = {CoRR},
  volume       = {abs/1608.02519},
  year         = {2016}
}
@article{DBLP:journals/cogcom/BobicevSO15,
  author       = {Victoria Bobicev and
                  Marina Sokolova and
                  Michael P. Oakes},
  title        = {What Goes Around Comes Around: Learning Sentiments in Online Medical
                  Forums},
  journal      = {Cogn. Comput.},
  volume       = {7},
  number       = {5},
  pages        = {609--621},
  year         = {2015}
}
@article{DBLP:journals/pai/CothaS15,
  author       = {Naveen Kumar Parachur Cotha and
                  Marina Sokolova},
  title        = {Multi-label learning in classification of patients' quasi-identifiers},
  journal      = {Prog. Artif. Intell.},
  volume       = {4},
  number       = {3-4},
  pages        = {37--48},
  year         = {2015}
}
@inproceedings{DBLP:conf/ai/BobicevSO15,
  author       = {Victoria Bobicev and
                  Marina Sokolova and
                  Michael P. Oakes},
  title        = {Sentiment and Factual Transitions in Online Medical Forums},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9091},
  pages        = {204--211},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/ai/JaferMS15,
  author       = {Yasser Jafer and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {Privacy-aware Wrappers},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9091},
  pages        = {130--138},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/dis/BobicevS15,
  author       = {Victoria Bobicev and
                  Marina Sokolova},
  title        = {No Sentiment is an Island - Sentiment Classification on Medical Forums},
  booktitle    = {Discovery Science},
  series       = {Lecture Notes in Computer Science},
  volume       = {9356},
  pages        = {25--32},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/icmv/ChukalinaNSIBP15,
  author       = {Marina V. Chukalina and
                  Dmitry P. Nikolaev and
                  Valerii Sokolov and
                  Anastasia Ingacheva and
                  Alexey V. Buzmakov and
                  Victor E. Prun},
  title        = {{CT} metal artifact reduction by soft inequality constraints},
  booktitle    = {{ICMV}},
  series       = {{SPIE} Proceedings},
  volume       = {9875},
  pages        = {98751C},
  publisher    = {{SPIE}},
  year         = {2015}
}
@inproceedings{DBLP:conf/iwaal/Ortiz-Garcia-Cervigon15,
  author       = {Vicente Ortiz{-}Garc{\'{\i}}a{-}Cervig{\'{o}}n and
                  Marina V. Sokolova and
                  Rosa Mar{\'{\i}}a Garc{\'{\i}}a{-}Mu{\~{n}}oz and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {{LED} Strips for Color- and Illumination-Based Emotion Regulation
                  at Home},
  booktitle    = {{IWAAL}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9455},
  pages        = {277--287},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/iwaal/SokolovaFRFL15,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Laura Ros and
                  Luz Fern{\'{a}}ndez{-}Aguilar and
                  Jos{\'{e}} Miguel Latorre},
  title        = {Experimentation on Emotion Regulation with Single-Colored Images},
  booktitle    = {{IWAAL}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9455},
  pages        = {265--276},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/iwinac/SokolovaFRLS15,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Laura Ros and
                  Jos{\'{e}} Miguel Latorre and
                  Juan Pedro Serrano},
  title        = {Evaluation of Color Preference for Emotion Regulation},
  booktitle    = {{IWINAC} {(1)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9107},
  pages        = {479--487},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/or/FugenschuhFLMS15,
  author       = {Marzena F{\"{u}}genschuh and
                  Armin F{\"{u}}genschuh and
                  Marina Ludszuweit and
                  Aleksandar Mojsic and
                  Joanna Sok{\'{o}}l},
  title        = {Mathematical Optimization of a Magnetic Ruler Layout with Rotated
                  Pole Boundaries},
  booktitle    = {{OR}},
  series       = {Operations Research Proceedings},
  pages        = {117--123},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/paams/SokolovaFLMHP15,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Mar{\'{\i}}a T. L{\'{o}}pez and
                  Arturo Mart{\'{\i}}nez{-}Rodrigo and
                  Roberto Zangr{\'{o}}niz Higuera and
                  Jos{\'{e}} Manuel Pastor},
  title        = {A Distributed Architecture for Multimodal Emotion Identification},
  booktitle    = {{PAAMS} (Special Sessions)},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {372},
  pages        = {125--132},
  publisher    = {Springer},
  year         = {2015}
}
@inproceedings{DBLP:conf/pst/JaferMS15,
  author       = {Yasser Jafer and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {A framework for a privacy-aware feature selection evaluation measure},
  booktitle    = {{PST}},
  pages        = {62--69},
  publisher    = {{IEEE} Computer Society},
  year         = {2015}
}
@inproceedings{DBLP:conf/ranlp/SokolovaB15,
  author       = {Marina Sokolova and
                  Victoria Bobicev},
  title        = {Learning Relationship between Authors' Activity and Sentiments: {A}
                  case study of online medical forums},
  booktitle    = {{RANLP}},
  pages        = {604--610},
  publisher    = {{RANLP} 2015 Organising Committee / {ACL}},
  year         = {2015}
}
@proceedings{DBLP:conf/mipro/2015,
  editor       = {Petar Biljanovic and
                  Zeljko Butkovic and
                  Karolj Skala and
                  Branko Mikac and
                  Marina Cicin{-}Sain and
                  Vlado Sruk and
                  Slobodan Ribaric and
                  Stjepan Gros and
                  Boris Vrdoljak and
                  Mladen Mauher and
                  Andrej Sokolic},
  title        = {38th International Convention on Information and Communication Technology,
                  Electronics and Microelectronics, {MIPRO} 2015, Opatija, Croatia,
                  May 25-29, 2015},
  publisher    = {{IEEE}},
  year         = {2015}
}
@article{DBLP:journals/corr/CothaS15,
  author       = {Naveen Kumar Parachur Cotha and
                  Marina Sokolova},
  title        = {Multi-Labeled Classification of Demographic Attributes of Patients:
                  a case study of diabetics patients},
  journal      = {CoRR},
  volume       = {abs/1503.07795},
  year         = {2015}
}
@phdthesis{DBLP:phd/hal/Sokol14,
  author       = {Marina Sokol},
  title        = {Graph-based semi-supervised learning methods and quick detection of
                  central nodes. (M{\'{e}}thodes d'apprentissage semi-supervis{\'{e}}
                  bas{\'{e}} sur les graphes et d{\'{e}}tection rapide des
                  n{\oe}uds centraux)},
  school       = {University of Nice Sophia Antipolis, France},
  year         = {2014}
}
@article{DBLP:journals/im/AvrachenkovLST14,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Marina Sokol and
                  Don Towsley},
  title        = {Quick Detection of Nodes with Large Degrees},
  journal      = {Internet Math.},
  volume       = {10},
  number       = {1-2},
  pages        = {1--19},
  year         = {2014}
}
@inproceedings{DBLP:conf/acl-socialnlp/BobicevSO14,
  author       = {Victoria Bobicev and
                  Marina Sokolova and
                  Michael P. Oakes},
  title        = {Recognition of Sentiment Sequences in Online Discussions},
  booktitle    = {SocialNLP@COLING},
  pages        = {44--49},
  publisher    = {Association for Computational Linguistics and Dublin City University},
  year         = {2014}
}
@inproceedings{DBLP:conf/ai/JaferMS14,
  author       = {Yasser Jafer and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {Task Oriented Privacy Preserving Data Publishing Using Feature Selection},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8436},
  pages        = {143--154},
  publisher    = {Springer},
  year         = {2014}
}
@inproceedings{DBLP:conf/bigdataconf/JaferMS14,
  author       = {Yasser Jafer and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {Privacy-aware filter-based feature selection},
  booktitle    = {{IEEE} BigData},
  pages        = {1--5},
  publisher    = {{IEEE} Computer Society},
  year         = {2014}
}
@inproceedings{DBLP:conf/euspn/JaferMS14,
  author       = {Yasser Jafer and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {Using Feature Selection to Improve the Utility of Differentially Private
                  Data Publishing},
  booktitle    = {{EUSPN/ICTH}},
  series       = {Procedia Computer Science},
  volume       = {37},
  pages        = {511--516},
  publisher    = {Elsevier},
  year         = {2014}
}
@inproceedings{DBLP:conf/waw/AvrachenkovHS14,
  author       = {Konstantin Avrachenkov and
                  Remco van der Hofstad and
                  Marina Sokol},
  title        = {Personalized PageRank with Node-Dependent Restart},
  booktitle    = {{WAW}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8882},
  pages        = {23--33},
  publisher    = {Springer},
  year         = {2014}
}
@proceedings{DBLP:conf/ai/2014,
  editor       = {Marina Sokolova and
                  Peter van Beek},
  title        = {Advances in Artificial Intelligence - 27th Canadian Conference on
                  Artificial Intelligence, Canadian {AI} 2014, Montr{\'{e}}al,
                  QC, Canada, May 6-9, 2014. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8436},
  publisher    = {Springer},
  year         = {2014}
}
@article{DBLP:journals/corr/AvrachenkovHS14,
  author       = {Konstantin Avrachenkov and
                  Remco van der Hofstad and
                  Marina Sokol},
  title        = {Personalized PageRank with Node-dependent Restart},
  journal      = {CoRR},
  volume       = {abs/1408.0719},
  year         = {2014}
}
@article{DBLP:journals/eswa/Fernandez-CaballeroCLSS13,
  author       = {Antonio Fern{\'{a}}ndez{-}Caballero and
                  Jos{\'{e}} Carlos Castillo and
                  Mar{\'{\i}}a T. L{\'{o}}pez and
                  Juan Serrano{-}Cuerda and
                  Marina V. Sokolova},
  title        = {INT\({}^{\mbox{3}}\)-Horus framework for multispectrum activity interpretation
                  in intelligent environments},
  journal      = {Expert Syst. Appl.},
  volume       = {40},
  number       = {17},
  pages        = {6715--6727},
  year         = {2013}
}
@article{DBLP:journals/eswa/SokolovaGJB13,
  author       = {Marina V. Sokolova and
                  Irene Gonz{\'{a}}lez{-}Mart{\'{\i}} and
                  Onofre Ricardo Contreras Jord{\'{a}}n and
                  Juan Gregorio Fern{\'{a}}ndez Bustos},
  title        = {A case study of muscle dysmorphia disorder diagnostics},
  journal      = {Expert Syst. Appl.},
  volume       = {40},
  number       = {10},
  pages        = {4226--4231},
  year         = {2013}
}
@article{DBLP:journals/ida/SokolovaF13,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {A methodological approach to mining and simulating data in complex
                  information systems},
  journal      = {Intell. Data Anal.},
  volume       = {17},
  number       = {5},
  pages        = {753--769},
  year         = {2013}
}
@article{DBLP:journals/jifs/SokolovaSCF13,
  author       = {Marina V. Sokolova and
                  Juan Serrano{-}Cuerda and
                  Jos{\'{e}} Carlos Castillo and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {A fuzzy model for human fall detection in infrared video},
  journal      = {J. Intell. Fuzzy Syst.},
  volume       = {24},
  number       = {2},
  pages        = {215--228},
  year         = {2013}
}
@inproceedings{DBLP:conf/ai/GhazinourSM13,
  author       = {Kambiz Ghazinour and
                  Marina Sokolova and
                  Stan Matwin},
  title        = {Detecting Health-Related Privacy Leaks in Social Networks Using Text
                  Mining Tools},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7884},
  pages        = {25--39},
  publisher    = {Springer},
  year         = {2013}
}
@inproceedings{DBLP:conf/edbt/GhazinourMS13,
  author       = {Kambiz Ghazinour and
                  Stan Matwin and
                  Marina Sokolova},
  title        = {Monitoring and recommending privacy settings in social networks},
  booktitle    = {{EDBT/ICDT} Workshops},
  pages        = {164--168},
  publisher    = {{ACM}},
  year         = {2013}
}
@inproceedings{DBLP:conf/ijcnlp/AliSSI13,
  author       = {Tanveer Ali and
                  David Schramm and
                  Marina Sokolova and
                  Diana Inkpen},
  title        = {Can {I} Hear You? Sentiment Analysis on Medical Forums},
  booktitle    = {{IJCNLP}},
  pages        = {667--673},
  publisher    = {Asian Federation of Natural Language Processing / {ACL}},
  year         = {2013}
}
@inproceedings{DBLP:conf/iwinac/Serrano-CuerdaSFLC13,
  author       = {Juan Serrano{-}Cuerda and
                  Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Mar{\'{\i}}a T. L{\'{o}}pez and
                  Jos{\'{e}} Carlos Castillo},
  title        = {Fusion of Overhead and Lateral View Video for Enhanced People Counting},
  booktitle    = {{IWINAC} {(2)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7931},
  pages        = {220--229},
  publisher    = {Springer},
  year         = {2013}
}
@inproceedings{DBLP:conf/paams/Serrano-CuerdaCSF13,
  author       = {Juan Serrano{-}Cuerda and
                  Jos{\'{e}} Carlos Castillo and
                  Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Efficient People Counting from Indoor Overhead Video Camera},
  booktitle    = {{PAAMS} (Special Sessions)},
  series       = {Advances in Intelligent Systems and Computing},
  volume       = {221},
  pages        = {129--137},
  publisher    = {Springer},
  year         = {2013}
}
@inproceedings{DBLP:conf/ranlp/AliSSI13,
  author       = {Tanveer Ali and
                  Marina Sokolova and
                  David Schramm and
                  Diana Inkpen},
  title        = {Opinion Learning from Medical Forums},
  booktitle    = {{RANLP}},
  pages        = {18--24},
  publisher    = {{RANLP} 2013 Organising Committee / {ACL}},
  year         = {2013}
}
@inproceedings{DBLP:conf/ranlp/BobicevSEM13,
  author       = {Victoria Bobicev and
                  Marina Sokolova and
                  Khaled El Emam and
                  Stan Matwin},
  title        = {Authorship Attribution in Health Forums},
  booktitle    = {{RANLP}},
  pages        = {74--82},
  publisher    = {{RANLP} 2013 Organising Committee / {ACL}},
  year         = {2013}
}
@inproceedings{DBLP:conf/ranlp/SokolovaB13,
  author       = {Marina Sokolova and
                  Victoria Bobicev},
  title        = {What Sentiments Can Be Found in Medical Forums?},
  booktitle    = {{RANLP}},
  pages        = {633--639},
  publisher    = {{RANLP} 2013 Organising Committee / {ACL}},
  year         = {2013}
}
@inproceedings{DBLP:conf/ranlp/SokolovaIPM13,
  author       = {Marina Sokolova and
                  Ilya Ioshikhes and
                  Hamid Poursepanj and
                  Alex MacKenzie},
  title        = {{NLP} can help parents to understand rare diseases},
  booktitle    = {{RANLP} (Medicine and Biology)},
  pages        = {24--33},
  publisher    = {{INCOMA} Ltd. Shoumen, {BULGARIA}},
  year         = {2013}
}
@inproceedings{DBLP:conf/ranlp/SokolovaMJS13,
  author       = {Marina Sokolova and
                  Stan Matwin and
                  Yasser Jafer and
                  David Schramm},
  title        = {How Joe and Jane Tweet about Their Health: Mining for Personal Health
                  Information on Twitter},
  booktitle    = {{RANLP}},
  pages        = {626--632},
  publisher    = {{RANLP} 2013 Organising Committee / {ACL}},
  year         = {2013}
}
@inproceedings{DBLP:conf/waw/AvrachenkovGS13,
  author       = {Konstantin Avrachenkov and
                  Paulo Gon{\c{c}}alves and
                  Marina Sokol},
  title        = {On the Choice of Kernel and Labelled Data in Semi-supervised Learning
                  Methods},
  booktitle    = {{WAW}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8305},
  pages        = {56--67},
  publisher    = {Springer},
  year         = {2013}
}
@inproceedings{DBLP:conf/waw/AvrachenkovLMS13,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Vasily Medyanikov and
                  Marina Sokol},
  title        = {Alpha Current Flow Betweenness Centrality},
  booktitle    = {{WAW}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8305},
  pages        = {106--117},
  publisher    = {Springer},
  year         = {2013}
}
@article{DBLP:journals/corr/AvrachenkovLMS13,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Vasily Medyanikov and
                  Marina Sokol},
  title        = {Alpha current flow betweenness centrality},
  journal      = {CoRR},
  volume       = {abs/1308.2591},
  year         = {2013}
}
@book{DBLP:series/isrl/2012-30,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Decision Making in Complex Systems - The DeciMaS Agent-based Interdisciplinary
                  Framework Approach},
  series       = {Intelligent Systems Reference Library},
  volume       = {30},
  publisher    = {Springer},
  year         = {2012}
}
@article{DBLP:journals/eswa/SokolovaF12,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Evaluation of environmental impact upon human health with DeciMaS
                  framework},
  journal      = {Expert Syst. Appl.},
  volume       = {39},
  number       = {3},
  pages        = {3469--3483},
  year         = {2012}
}
@article{DBLP:journals/neuroimage/SokolovEGGTP12,
  author       = {Arseny A. Sokolov and
                  Michael Erb and
                  Alireza Gharabaghi and
                  Wolfgang Grodd and
                  Marcos Soares Tatagiba and
                  Marina Pavlova},
  title        = {Biological motion processing: The left cerebellum communicates with
                  the right superior temporal sulcus},
  journal      = {NeuroImage},
  volume       = {59},
  number       = {3},
  pages        = {2824--2830},
  year         = {2012}
}
@inproceedings{DBLP:conf/ai/BobicevSJS12,
  author       = {Victoria Bobicev and
                  Marina Sokolova and
                  Yasser Jafer and
                  David Schramm},
  title        = {Learning Sentiments from Tweets with Personal Health Information},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7310},
  pages        = {37--48},
  publisher    = {Springer},
  year         = {2012}
}
@inproceedings{DBLP:conf/hisb/SokolovaJS12,
  author       = {Marina Sokolova and
                  Yasser Jafer and
                  David Schramm},
  title        = {Text Mining for Personal Health Information on Twitter},
  booktitle    = {{HISB}},
  pages        = {112},
  publisher    = {{IEEE} Computer Society},
  year         = {2012}
}
@inproceedings{DBLP:conf/intenv/CastilloSSFCN12,
  author       = {Jos{\'{e}} Carlos Castillo and
                  Juan Serrano{-}Cuerda and
                  Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  {\^{A}}ngelo Costa and
                  Paulo Novais},
  title        = {Multispectrum Video for Proactive Response in Intelligent Environments},
  booktitle    = {Intelligent Environments},
  pages        = {178--185},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/intenv/Fernandez-CaballeroSSCMCR12,
  author       = {Antonio Fern{\'{a}}ndez{-}Caballero and
                  Marina V. Sokolova and
                  Juan Serrano{-}Cuerda and
                  Jos{\'{e}} Carlos Castillo and
                  Ver{\'{o}}nica Moreno and
                  Rodrigo Casti{\~{n}}eira and
                  Luis Redondo},
  title        = {{HOLDS:} Efficient Fall Detection through Accelerometers and Computer
                  Vision},
  booktitle    = {Intelligent Environments},
  pages        = {367--370},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/iwcmc/AvrachenkovGLS12,
  author       = {Konstantin Avrachenkov and
                  Paulo Gon{\c{c}}alves and
                  Arnaud Legout and
                  Marina Sokol},
  title        = {Classification of content and users in BitTorrent by semi-supervised
                  learning methods},
  booktitle    = {{IWCMC}},
  pages        = {625--630},
  publisher    = {{IEEE}},
  year         = {2012}
}
@inproceedings{DBLP:conf/kes/CastilloFSS12,
  author       = {Jos{\'{e}} Carlos Castillo and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Juan Serrano{-}Cuerda and
                  Marina V. Sokolova},
  title        = {Intelligent Monitoring and Activity Interpretation Framework - INT\({}^{\mbox{3}}\)-Horus
                  General Description},
  booktitle    = {{KES}},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {243},
  pages        = {970--979},
  publisher    = {{IOS} Press},
  year         = {2012}
}
@inproceedings{DBLP:conf/kes/Serrano-CuerdaSFLC12,
  author       = {Juan Serrano{-}Cuerda and
                  Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Mar{\'{\i}}a T. L{\'{o}}pez and
                  Jos{\'{e}} Carlos Castillo},
  title        = {Accumulative Computation and Fuzzy Sets for Robust Fall Detection
                  in Color Video},
  booktitle    = {{KES}},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {243},
  pages        = {960--969},
  publisher    = {{IOS} Press},
  year         = {2012}
}
@inproceedings{DBLP:conf/kes/SokolovaCFS12,
  author       = {Marina V. Sokolova and
                  Jos{\'{e}} Carlos Castillo and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Juan Serrano{-}Cuerda},
  title        = {Intelligent Monitoring and Activity Interpretation Framework - INT\({}^{\mbox{3}}\)-Horus
                  Ontological Model},
  booktitle    = {{KES}},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {243},
  pages        = {980--989},
  publisher    = {{IOS} Press},
  year         = {2012}
}
@inproceedings{DBLP:conf/mcpr2/SokolovaF12,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Fuzzy Sets for Human Fall Pattern Recognition},
  booktitle    = {{MCPR}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7329},
  pages        = {117--126},
  publisher    = {Springer},
  year         = {2012}
}
@inproceedings{DBLP:conf/sdm/SokolAGM12,
  author       = {Marina Sokol and
                  Konstantin Avrachenkov and
                  Paulo Gon{\c{c}}alves and
                  Alexey Mishenin},
  title        = {Generalized Optimization Framework for Graph-based Semi-supervised
                  Learning},
  booktitle    = {{SDM}},
  pages        = {966--974},
  publisher    = {{SIAM} / Omnipress},
  year         = {2012}
}
@inproceedings{DBLP:conf/waw/AvrachenkovLST12,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Marina Sokol and
                  Don Towsley},
  title        = {Quick Detection of Nodes with Large Degrees},
  booktitle    = {{WAW}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7323},
  pages        = {54--65},
  publisher    = {Springer},
  year         = {2012}
}
@article{DBLP:journals/corr/abs-1202-3261,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Marina Sokol and
                  Don Towsley},
  title        = {Quick Detection of Nodes with Large Degrees},
  journal      = {CoRR},
  volume       = {abs/1202.3261},
  year         = {2012}
}
@article{DBLP:journals/asc/SokolovaF11,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Hybrid models in agent-based environmental decision support},
  journal      = {Appl. Soft Comput.},
  volume       = {11},
  number       = {8},
  pages        = {5243--5258},
  year         = {2011}
}
@article{DBLP:journals/nle/SokolovaL11,
  author       = {Marina Sokolova and
                  Guy Lapalme},
  title        = {Learning opinions in user-generated web content},
  journal      = {Nat. Lang. Eng.},
  volume       = {17},
  number       = {4},
  pages        = {541--567},
  year         = {2011}
}
@inproceedings{DBLP:conf/ranlp/SokolovaB11,
  author       = {Marina Sokolova and
                  Victoria Bobicev},
  title        = {Sentiments and Opinions in Health-related Web messages},
  booktitle    = {{RANLP}},
  pages        = {132--139},
  publisher    = {{RANLP} 2011 Organising Committee},
  year         = {2011}
}
@inproceedings{DBLP:conf/ranlp/SokolovaS11,
  author       = {Marina Sokolova and
                  David Schramm},
  title        = {Building a Patient-based Ontology for User-written Web Messages},
  booktitle    = {{RANLP}},
  pages        = {758--763},
  publisher    = {{RANLP} 2011 Organising Committee},
  year         = {2011}
}
@inproceedings{DBLP:conf/waw/AvrachenkovLNSS11,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Danil Nemirovsky and
                  Elena Smirnova and
                  Marina Sokol},
  title        = {Quick Detection of Top-k Personalized PageRank Lists},
  booktitle    = {{WAW}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6732},
  pages        = {50--61},
  publisher    = {Springer},
  year         = {2011}
}
@article{DBLP:journals/corr/abs-1110-4278,
  author       = {Konstantin Avrachenkov and
                  Paulo Gon{\c{c}}alves and
                  Alexey Mishenin and
                  Marina Sokol},
  title        = {Generalized Optimization Framework for Graph-based Semi-supervised
                  Learning},
  journal      = {CoRR},
  volume       = {abs/1110.4278},
  year         = {2011}
}
@article{DBLP:journals/ijiids/SokolovaF10,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Supporting multi-agent systems life cycle by integrating Protege and
                  Prometheus},
  journal      = {Int. J. Intell. Inf. Database Syst.},
  volume       = {4},
  number       = {3},
  pages        = {227--244},
  year         = {2010}
}
@article{DBLP:journals/jamia/EmamNJSPNS10,
  author       = {Khaled El Emam and
                  Emilio Neri and
                  Elizabeth Jonker and
                  Marina Sokolova and
                  Liam Peyton and
                  Angelica Neisa and
                  Teresa Scassa},
  title        = {The inadvertent disclosure of personal health information through
                  peer-to-peer file sharing programs},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {17},
  number       = {2},
  pages        = {148--158},
  year         = {2010}
}
@article{DBLP:journals/neuroimage/PavlovaGLSK10,
  author       = {Marina Pavlova and
                  Michele Guerreschi and
                  Werner Lutzenberger and
                  Alexander N. Sokolov and
                  Ingeborg Kr{\"{a}}geloh{-}Mann},
  title        = {Cortical response to social interaction is affected by gender},
  journal      = {NeuroImage},
  volume       = {50},
  number       = {3},
  pages        = {1327--1332},
  year         = {2010}
}
@inproceedings{DBLP:conf/ai/SokolovaECNRJ10,
  author       = {Marina Sokolova and
                  Khaled El Emam and
                  Sadrul Chowdhury and
                  Emilio Neri and
                  Sean Rose and
                  Elizabeth Jonker},
  title        = {Evaluation of Rare Event Detection},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6085},
  pages        = {379--383},
  publisher    = {Springer},
  year         = {2010}
}
@inproceedings{DBLP:conf/icaart/SokolovaFG10,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Francisco Javier G{\'{o}}mez},
  title        = {Agent-based Interdisciplinary Framework for Decision Making in Complex
                  Systems},
  booktitle    = {{ICAART} {(2)}},
  pages        = {96--103},
  publisher    = {{INSTICC} Press},
  year         = {2010}
}
@inproceedings{DBLP:conf/icaart/SokolovaFG10a,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero and
                  Francisco Javier G{\'{o}}mez},
  title        = {Decision Making in Complex Systems with an Interdisciplinary Approach},
  booktitle    = {{ICAART} (Revised Selected Papers)},
  series       = {Communications in Computer and Information Science},
  volume       = {129},
  pages        = {240--250},
  publisher    = {Springer},
  year         = {2010}
}
@incollection{DBLP:series/sci/SokolovaF10,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Environmental Impact Assessment by Multi-Agent Systems},
  booktitle    = {Agent and Multi-agent Technology for Internet and Enterprise Systems},
  series       = {Studies in Computational Intelligence},
  volume       = {289},
  pages        = {69--89},
  publisher    = {Springer},
  year         = {2010}
}
@article{DBLP:journals/corr/abs-1008-3775,
  author       = {Konstantin Avrachenkov and
                  Nelly Litvak and
                  Danil Nemirovsky and
                  Elena Smirnova and
                  Marina Sokol},
  title        = {Monte Carlo Methods for Top-k Personalized PageRank Lists and Name
                  Disambiguation},
  journal      = {CoRR},
  volume       = {abs/1008.3775},
  year         = {2010}
}
@article{DBLP:journals/eswa/SokolovaF09,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Modeling and implementing an agent-based environmental health impact
                  decision support system},
  journal      = {Expert Syst. Appl.},
  volume       = {36},
  number       = {2},
  pages        = {2603--2614},
  year         = {2009}
}
@article{DBLP:journals/ipm/SokolovaL09,
  author       = {Marina Sokolova and
                  Guy Lapalme},
  title        = {A systematic analysis of performance measures for classification tasks},
  journal      = {Inf. Process. Manag.},
  volume       = {45},
  number       = {4},
  pages        = {427--437},
  year         = {2009}
}
@article{DBLP:journals/jocn/PavlovaBSBK09,
  author       = {Marina Pavlova and
                  Christel Bidet{-}Ildei and
                  Alexander N. Sokolov and
                  Christoph Braun and
                  Ingeborg Kr{\"{a}}geloh{-}Mann},
  title        = {Neuromagnetic Response to Body Motion and Brain Connectivity},
  journal      = {J. Cogn. Neurosci.},
  volume       = {21},
  number       = {5},
  pages        = {837--846},
  year         = {2009}
}
@inproceedings{DBLP:conf/ai/SokolovaL09,
  author       = {Marina Sokolova and
                  Guy Lapalme},
  title        = {Opinion Learning without Emotional Words},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5549},
  pages        = {253--256},
  publisher    = {Springer},
  year         = {2009}
}
@inproceedings{DBLP:conf/icaart/SokolovaF09,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Data Mining Driven Decision Making},
  booktitle    = {{ICAART}},
  pages        = {220--225},
  publisher    = {{INSTICC} Press},
  year         = {2009}
}
@inproceedings{DBLP:conf/itee/SokolovaF09,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Multi-agent-based system technologies in environmental issues},
  booktitle    = {{ITEE}},
  pages        = {549--562},
  publisher    = {Springer},
  year         = {2009}
}
@inproceedings{DBLP:conf/ranlp/SokolovaB09,
  author       = {Marina Sokolova and
                  Victoria Bobicev},
  title        = {Classification of Emotion Words in Russian and Romanian Languages},
  booktitle    = {{RANLP}},
  pages        = {416--420},
  publisher    = {{RANLP} 2009 Organising Committee / {ACL}},
  year         = {2009}
}
@inproceedings{DBLP:conf/ranlp/SokolovaL09,
  author       = {Marina Sokolova and
                  Guy Lapalme},
  title        = {Classification of Opinions with Non-affective Adverbs and Adjectives},
  booktitle    = {{RANLP}},
  pages        = {421--427},
  publisher    = {{RANLP} 2009 Organising Committee / {ACL}},
  year         = {2009}
}
@article{DBLP:journals/jocn/PavlovaSBK08,
  author       = {Marina Pavlova and
                  Alexander N. Sokolov and
                  Niels Birbaumer and
                  Ingeborg Kr{\"{a}}geloh{-}Mann},
  title        = {Perception and Understanding of Others' Actions and Brain Connectivity},
  journal      = {J. Cogn. Neurosci.},
  volume       = {20},
  number       = {3},
  pages        = {494--504},
  year         = {2008}
}
@inproceedings{DBLP:conf/aaai/BobicevS08,
  author       = {Victoria Bobicev and
                  Marina Sokolova},
  title        = {An Effective and Robust Method for Short Text Classification},
  booktitle    = {{AAAI}},
  pages        = {1444--1445},
  publisher    = {{AAAI} Press},
  year         = {2008}
}
@inproceedings{DBLP:conf/ai/SokolovaL08,
  author       = {Marina Sokolova and
                  Guy Lapalme},
  title        = {Verbs Speak Loud: Verb Categories in Learning Polarity and Strength
                  of Opinions},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5032},
  pages        = {320--331},
  publisher    = {Springer},
  year         = {2008}
}
@inproceedings{DBLP:conf/iceis/SokolovaF08,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {The Prot{\'{e}}g{\'{e}} - Prometheus Approach to Support
                  Multi-Agent Systems Creation},
  booktitle    = {{ICEIS} {(2)}},
  pages        = {442--445},
  year         = {2008}
}
@inproceedings{DBLP:conf/ijcnlp/SokolovaNS08,
  author       = {Marina Sokolova and
                  Vivi Nastase and
                  Stan Szpakowicz},
  title        = {The Telling Tail: Signals of Success in Electronic Negotiation Texts},
  booktitle    = {{IJCNLP}},
  pages        = {257--264},
  publisher    = {The Association for Computer Linguistics},
  year         = {2008}
}
@inproceedings{DBLP:conf/kes/SokolovaF08,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Agent-Based Decision Making through Intelligent Knowledge Discovery},
  booktitle    = {{KES} {(3)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5179},
  pages        = {709--715},
  publisher    = {Springer},
  year         = {2008}
}
@inproceedings{DBLP:conf/kesamsta/SokolovaF08,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {Facilitating {MAS} Complete Life Cycle through the Prot{\'{e}}g{\'{e}}-Prometheus
                  Approach},
  booktitle    = {{KES-AMSTA}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4953},
  pages        = {63--72},
  publisher    = {Springer},
  year         = {2008}
}
@article{DBLP:journals/neuroimage/PavlovaLSBK07,
  author       = {Marina Pavlova and
                  Werner Lutzenberger and
                  Alexander N. Sokolov and
                  Niels Birbaumer and
                  Ingeborg Kr{\"{a}}geloh{-}Mann},
  title        = {Oscillatory {MEG} response to human locomotion is modulated by periventricular
                  lesions},
  journal      = {NeuroImage},
  volume       = {35},
  number       = {3},
  pages        = {1256--1263},
  year         = {2007}
}
@inproceedings{DBLP:conf/ai/SokolovaL07,
  author       = {Marina Sokolova and
                  Guy Lapalme},
  title        = {Performance Measures in Classification of Human Communications},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4509},
  pages        = {159--170},
  publisher    = {Springer},
  year         = {2007}
}
@inproceedings{DBLP:conf/iceis/SokolovaF07,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {A Multi-Agent Architecture for Environmental Impact Assessment: Information
                  Fusion, Data Mining and Decision Making},
  booktitle    = {{ICEIS} {(2)}},
  pages        = {219--224},
  year         = {2007}
}
@inproceedings{DBLP:conf/iwinac/SokolovaF07,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {An Agent-Based Decision Support System for Ecological-Medical Situation
                  Analysis},
  booktitle    = {{IWINAC} {(2)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4528},
  pages        = {511--520},
  publisher    = {Springer},
  year         = {2007}
}
@inproceedings{DBLP:conf/iwinac/SokolovaF07a,
  author       = {Marina V. Sokolova and
                  Antonio Fern{\'{a}}ndez{-}Caballero},
  title        = {A Meta-ontological Framework for Multi-agent Systems Design},
  booktitle    = {{IWINAC} {(2)}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4528},
  pages        = {521--530},
  publisher    = {Springer},
  year         = {2007}
}
@article{DBLP:journals/fuin/ShahSS06,
  author       = {Mohak Shah and
                  Marina Sokolova and
                  Stan Szpakowicz},
  title        = {Process-Specific Information for Learning Electronic Negotiation Outcomes},
  journal      = {Fundam. Informaticae},
  volume       = {74},
  number       = {2-3},
  pages        = {351--373},
  year         = {2006}
}
@inproceedings{DBLP:conf/aaai/NastaseSSS06,
  author       = {Vivi Nastase and
                  Jelber Sayyad{-}Shirabad and
                  Marina Sokolova and
                  Stan Szpakowicz},
  title        = {Learning Noun-Modifier Semantic Relations with Corpus-based and WordNet-based
                  Features},
  booktitle    = {{AAAI}},
  pages        = {781--787},
  publisher    = {{AAAI} Press},
  year         = {2006}
}
@inproceedings{DBLP:conf/ai/SokolovaS06,
  author       = {Marina Sokolova and
                  Stan Szpakowicz},
  title        = {Language Patterns in the Learning of Strategies from Negotiation Texts},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {4013},
  pages        = {288--299},
  publisher    = {Springer},
  year         = {2006}
}
@inproceedings{DBLP:conf/ausai/SokolovaJS06,
  author       = {Marina Sokolova and
                  Nathalie Japkowicz and
                  Stan Szpakowicz},
  title        = {Beyond Accuracy, F-Score and {ROC:} {A} Family of Discriminant Measures
                  for Performance Evaluation},
  booktitle    = {Australian Conference on Artificial Intelligence},
  series       = {Lecture Notes in Computer Science},
  volume       = {4304},
  pages        = {1015--1021},
  publisher    = {Springer},
  year         = {2006}
}
@article{DBLP:journals/jmlr/MarchandS05,
  author       = {Mario Marchand and
                  Marina Sokolova},
  title        = {Learning with Decision Lists of Data-Dependent Features},
  journal      = {J. Mach. Learn. Res.},
  volume       = {6},
  pages        = {427--451},
  year         = {2005}
}
@article{DBLP:journals/npsc/WestVS05,
  author       = {I. H. West and
                  Aghalaya S. Vatsala and
                  Marina Sokol},
  title        = {Generalized Monotone Iterative Methods for Second Order Boundary Value
                  Problems},
  journal      = {Neural Parallel Sci. Comput.},
  volume       = {13},
  number       = {2},
  pages        = {213--228},
  year         = {2005}
}
@inproceedings{DBLP:conf/ai/SokolovaS05,
  author       = {Marina Sokolova and
                  Stan Szpakowicz},
  title        = {Analysis and Classification of Strategies in Electronic Negotiations},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {3501},
  pages        = {145--157},
  publisher    = {Springer},
  year         = {2005}
}
@article{DBLP:journals/neuroimage/SokolovPLB04,
  author       = {Alexander N. Sokolov and
                  Marina Pavlova and
                  Werner Lutzenberger and
                  Niels Birbaumer},
  title        = {Reciprocal modulation of neuromagnetic induced gamma activity by attention
                  in the human visual and auditory cortex},
  journal      = {NeuroImage},
  volume       = {22},
  number       = {2},
  pages        = {521--529},
  year         = {2004}
}
@inproceedings{DBLP:conf/ai/SokolovaSN04,
  author       = {Marina Sokolova and
                  Stan Szpakowicz and
                  Vivi Nastase},
  title        = {Using Language to Determine Success in Negotiations: {A} Preliminary
                  Study},
  booktitle    = {Canadian {AI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {3060},
  pages        = {449--453},
  publisher    = {Springer},
  year         = {2004}
}
@inproceedings{DBLP:conf/egov/DoroshevichS03,
  author       = {Mikhail Doroshevich and
                  Marina Sokolova},
  title        = {{ICT} in Belarus},
  booktitle    = {{EGOV}},
  series       = {Lecture Notes in Computer Science},
  volume       = {2739},
  pages        = {484--487},
  publisher    = {Springer},
  year         = {2003}
}
@inproceedings{DBLP:conf/icml/MarchandSSS03,
  author       = {Mario Marchand and
                  Mohak Shah and
                  John Shawe{-}Taylor and
                  Marina Sokolova},
  title        = {The Set Covering Machine with Data-Dependent Half-Spaces},
  booktitle    = {{ICML}},
  pages        = {520--527},
  publisher    = {{AAAI} Press},
  year         = {2003}
}
@inproceedings{DBLP:conf/nips/SokolovaMJS02,
  author       = {Marina Sokolova and
                  Mario Marchand and
                  Nathalie Japkowicz and
                  John Shawe{-}Taylor},
  title        = {The Decision List Machine},
  booktitle    = {{NIPS}},
  pages        = {921--928},
  publisher    = {{MIT} Press},
  year         = {2002}
}
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