BibTeX records: Eirini Ntoutsi

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@article{DBLP:journals/datamine/FabbrizziZKPN24,
  author       = {Simone Fabbrizzi and
                  Xuan Zhao and
                  Emmanouil Krasanakis and
                  Symeon Papadopoulos and
                  Eirini Ntoutsi},
  title        = {Studying bias in visual features through the lens of optimal transport},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {38},
  number       = {1},
  pages        = {281--312},
  year         = {2024},
  url          = {https://doi.org/10.1007/s10618-023-00972-2},
  doi          = {10.1007/S10618-023-00972-2},
  timestamp    = {Fri, 08 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/FabbrizziZKPN24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/FabbrizziZKPN24a,
  author       = {Simone Fabbrizzi and
                  Xuan Zhao and
                  Emmanouil Krasanakis and
                  Symeon Papadopoulos and
                  Eirini Ntoutsi},
  title        = {Correction to: Studying bias in visual features through the lens of
                  optimal transport},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {38},
  number       = {1},
  pages        = {313--314},
  year         = {2024},
  url          = {https://doi.org/10.1007/s10618-023-00986-w},
  doi          = {10.1007/S10618-023-00986-W},
  timestamp    = {Fri, 08 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/FabbrizziZKPN24a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-10756,
  author       = {Siamak Ghodsi and
                  Seyed Amjad Seyedi and
                  Eirini Ntoutsi},
  title        = {Towards Cohesion-Fairness Harmony: Contrastive Regularization in Individual
                  Fair Graph Clustering},
  journal      = {CoRR},
  volume       = {abs/2402.10756},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.10756},
  doi          = {10.48550/ARXIV.2402.10756},
  eprinttype    = {arXiv},
  eprint       = {2402.10756},
  timestamp    = {Mon, 26 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-10756.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/IosifidisPRN23,
  author       = {Vasileios Iosifidis and
                  Symeon Papadopoulos and
                  Bodo Rosenhahn and
                  Eirini Ntoutsi},
  title        = {AdaCC: cumulative cost-sensitive boosting for imbalanced classification},
  journal      = {Knowl. Inf. Syst.},
  volume       = {65},
  number       = {2},
  pages        = {789--826},
  year         = {2023},
  url          = {https://doi.org/10.1007/s10115-022-01780-8},
  doi          = {10.1007/S10115-022-01780-8},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/kais/IosifidisPRN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecai/Gkolemis0ND23,
  author       = {Vasilis Gkolemis and
                  Theodore Dalamagas and
                  Eirini Ntoutsi and
                  Christos Diou},
  editor       = {Kobi Gal and
                  Ann Now{\'{e}} and
                  Grzegorz J. Nalepa and
                  Roy Fairstein and
                  Roxana Radulescu},
  title        = {{RHALE:} Robust and Heterogeneity-Aware Accumulated Local Effects},
  booktitle    = {{ECAI} 2023 - 26th European Conference on Artificial Intelligence,
                  September 30 - October 4, 2023, Krak{\'{o}}w, Poland - Including
                  12th Conference on Prestigious Applications of Intelligent Systems
                  {(PAIS} 2023)},
  series       = {Frontiers in Artificial Intelligence and Applications},
  volume       = {372},
  pages        = {859--866},
  publisher    = {{IOS} Press},
  year         = {2023},
  url          = {https://doi.org/10.3233/FAIA230354},
  doi          = {10.3233/FAIA230354},
  timestamp    = {Wed, 18 Oct 2023 09:31:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ecai/Gkolemis0ND23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ewaf/GhodsiN23,
  author       = {Siamak Ghodsi and
                  Eirini Ntoutsi},
  editor       = {Jose M. Alvarez and
                  Alessandro Fabris and
                  Christoph Heitz and
                  Corinna Hertweck and
                  Michele Loi and
                  Meike Zehlike},
  title        = {Affinity Clustering Framework for Data Debiasing Using Pairwise Distribution
                  Discrepancy},
  booktitle    = {Proceedings of the 2nd European Workshop on Algorithmic Fairness,
                  Winterthur, Switzerland, June 7th to 9th, 2023},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3442},
  publisher    = {CEUR-WS.org},
  year         = {2023},
  url          = {https://ceur-ws.org/Vol-3442/paper-10.pdf},
  timestamp    = {Wed, 19 Jul 2023 17:21:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ewaf/GhodsiN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/0001HN23,
  author       = {Arjun Roy and
                  Jan Horstmann and
                  Eirini Ntoutsi},
  title        = {Multi-dimensional Discrimination in Law and Machine Learning - {A}
                  Comparative Overview},
  booktitle    = {Proceedings of the 2023 {ACM} Conference on Fairness, Accountability,
                  and Transparency, FAccT 2023, Chicago, IL, USA, June 12-15, 2023},
  pages        = {89--100},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3593013.3593979},
  doi          = {10.1145/3593013.3593979},
  timestamp    = {Thu, 15 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/fat/0001HN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mcna/Ntoutsi23,
  author       = {Eirini Ntoutsi},
  title        = {Keynote Speech 2: Bias and Discrimination in {AI} Systems: From Single-Identity
                  Dimensions to Multi-Discrimination},
  booktitle    = {International Conference on Multimedia Computing, Networking and Applications,
                  {MCNA} 2023, Valencia, Spain, June 19-22, 2023},
  pages        = {2},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/MCNA59361.2023.10185667},
  doi          = {10.1109/MCNA59361.2023.10185667},
  timestamp    = {Fri, 28 Jul 2023 11:59:27 +0200},
  biburl       = {https://dblp.org/rec/conf/mcna/Ntoutsi23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/QuyFN23,
  author       = {Tai Le Quy and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  editor       = {Hisashi Kashima and
                  Tsuyoshi Id{\'{e}} and
                  Wen{-}Chih Peng},
  title        = {Multi-fair Capacitated Students-Topics Grouping Problem},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 27th Pacific-Asia
                  Conference on Knowledge Discovery and Data Mining, {PAKDD} 2023, Osaka,
                  Japan, May 25-28, 2023, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13935},
  pages        = {507--519},
  publisher    = {Springer},
  year         = {2023},
  url          = {https://doi.org/10.1007/978-3-031-33374-3\_40},
  doi          = {10.1007/978-3-031-33374-3\_40},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/QuyFN23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-03421,
  author       = {Tai Le Quy and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  title        = {A review of clustering models in educational data science towards
                  fairness-aware learning},
  journal      = {CoRR},
  volume       = {abs/2301.03421},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.03421},
  doi          = {10.48550/ARXIV.2301.03421},
  eprinttype    = {arXiv},
  eprint       = {2301.03421},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-03421.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-05995,
  author       = {Arjun Roy and
                  Jan Horstmann and
                  Eirini Ntoutsi},
  title        = {Multi-dimensional discrimination in Law and Machine Learning - {A}
                  comparative overview},
  journal      = {CoRR},
  volume       = {abs/2302.05995},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.05995},
  doi          = {10.48550/ARXIV.2302.05995},
  eprinttype    = {arXiv},
  eprint       = {2302.05995},
  timestamp    = {Sun, 19 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-05995.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-07733,
  author       = {Yi Cai and
                  Arthur Zimek and
                  Eirini Ntoutsi and
                  Gerhard Wunder},
  title        = {Explaining text classifiers through progressive neighborhood approximation
                  with realistic samples},
  journal      = {CoRR},
  volume       = {abs/2302.07733},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.07733},
  doi          = {10.48550/ARXIV.2302.07733},
  eprinttype    = {arXiv},
  eprint       = {2302.07733},
  timestamp    = {Thu, 13 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-07733.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-01699,
  author       = {Siamak Ghodsi and
                  Eirini Ntoutsi},
  title        = {Affinity Clustering Framework for Data Debiasing Using Pairwise Distribution
                  Discrepancy},
  journal      = {CoRR},
  volume       = {abs/2306.01699},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.01699},
  doi          = {10.48550/ARXIV.2306.01699},
  eprinttype    = {arXiv},
  eprint       = {2306.01699},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-01699.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-11193,
  author       = {Vasilis Gkolemis and
                  Theodore Dalamagas and
                  Eirini Ntoutsi and
                  Christos Diou},
  title        = {{RHALE:} Robust and Heterogeneity-aware Accumulated Local Effects},
  journal      = {CoRR},
  volume       = {abs/2309.11193},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.11193},
  doi          = {10.48550/ARXIV.2309.11193},
  eprinttype    = {arXiv},
  eprint       = {2309.11193},
  timestamp    = {Mon, 25 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-11193.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-12215,
  author       = {Vasilis Gkolemis and
                  Anargiros Tzerefos and
                  Theodore Dalamagas and
                  Eirini Ntoutsi and
                  Christos Diou},
  title        = {Regionally Additive Models: Explainable-by-design models minimizing
                  feature interactions},
  journal      = {CoRR},
  volume       = {abs/2309.12215},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.12215},
  doi          = {10.48550/ARXIV.2309.12215},
  eprinttype    = {arXiv},
  eprint       = {2309.12215},
  timestamp    = {Mon, 25 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-12215.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-13746,
  author       = {Arjun Roy and
                  Christos Koutlis and
                  Symeon Papadopoulos and
                  Eirini Ntoutsi},
  title        = {FairBranch: Fairness Conflict Correction on Task-group Branches for
                  Fair Multi-Task Learning},
  journal      = {CoRR},
  volume       = {abs/2310.13746},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.13746},
  doi          = {10.48550/ARXIV.2310.13746},
  eprinttype    = {arXiv},
  eprint       = {2310.13746},
  timestamp    = {Fri, 27 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-13746.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-00523,
  author       = {Emmanouil Panagiotou and
                  Eirini Ntoutsi},
  title        = {Learning impartial policies for sequential counterfactual explanations
                  using Deep Reinforcement Learning},
  journal      = {CoRR},
  volume       = {abs/2311.00523},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.00523},
  doi          = {10.48550/ARXIV.2311.00523},
  eprinttype    = {arXiv},
  eprint       = {2311.00523},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-00523.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cviu/FabbrizziPNK22,
  author       = {Simone Fabbrizzi and
                  Symeon Papadopoulos and
                  Eirini Ntoutsi and
                  Ioannis Kompatsiaris},
  title        = {A survey on bias in visual datasets},
  journal      = {Comput. Vis. Image Underst.},
  volume       = {223},
  pages        = {103552},
  year         = {2022},
  url          = {https://doi.org/10.1016/j.cviu.2022.103552},
  doi          = {10.1016/J.CVIU.2022.103552},
  timestamp    = {Tue, 18 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/cviu/FabbrizziPNK22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/IosifidisRN22,
  author       = {Vasileios Iosifidis and
                  Arjun Roy and
                  Eirini Ntoutsi},
  title        = {Parity-based cumulative fairness-aware boosting},
  journal      = {Knowl. Inf. Syst.},
  volume       = {64},
  number       = {10},
  pages        = {2737--2770},
  year         = {2022},
  url          = {https://doi.org/10.1007/s10115-022-01723-3},
  doi          = {10.1007/S10115-022-01723-3},
  timestamp    = {Tue, 18 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/kais/IosifidisRN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/widm/QuyRIZN22,
  author       = {Tai Le Quy and
                  Arjun Roy and
                  Vasileios Iosifidis and
                  Wenbin Zhang and
                  Eirini Ntoutsi},
  title        = {A survey on datasets for fairness-aware machine learning},
  journal      = {WIREs Data Mining Knowl. Discov.},
  volume       = {12},
  number       = {3},
  year         = {2022},
  url          = {https://doi.org/10.1002/widm.1452},
  doi          = {10.1002/WIDM.1452},
  timestamp    = {Tue, 12 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/widm/QuyRIZN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/RoyIN22,
  author       = {Arjun Roy and
                  Vasileios Iosifidis and
                  Eirini Ntoutsi},
  editor       = {Pascal Poncelet and
                  Dino Ienco},
  title        = {Multi-fairness Under Class-Imbalance},
  booktitle    = {Discovery Science - 25th International Conference, {DS} 2022, Montpellier,
                  France, October 10-12, 2022, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {13601},
  pages        = {286--301},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-18840-4\_21},
  doi          = {10.1007/978-3-031-18840-4\_21},
  timestamp    = {Tue, 08 Aug 2023 09:01:12 +0200},
  biburl       = {https://dblp.org/rec/conf/dis/RoyIN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/CaiZWN22,
  author       = {Yi Cai and
                  Arthur Zimek and
                  Gerhard Wunder and
                  Eirini Ntoutsi},
  editor       = {Joshua Zhexue Huang and
                  Yi Pan and
                  Barbara Hammer and
                  Muhammad Khurram Khan and
                  Xing Xie and
                  Laizhong Cui and
                  Yulin He},
  title        = {Power of Explanations: Towards automatic debiasing in hate speech
                  detection},
  booktitle    = {9th {IEEE} International Conference on Data Science and Advanced Analytics,
                  {DSAA} 2022, Shenzhen, China, October 13-16, 2022},
  pages        = {1--10},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/DSAA54385.2022.10032325},
  doi          = {10.1109/DSAA54385.2022.10032325},
  timestamp    = {Thu, 13 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dsaa/CaiZWN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/QuyNFN22,
  author       = {Tai Le Quy and
                  Thi Huyen Nguyen and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  editor       = {Irena Koprinska and
                  Paolo Mignone and
                  Riccardo Guidotti and
                  Szymon Jaroszewicz and
                  Holger Fr{\"{o}}ning and
                  Francesco Gullo and
                  Pedro M. Ferreira and
                  Damian Roqueiro and
                  Gaia Ceddia and
                  Slawomir Nowaczyk and
                  Jo{\~{a}}o Gama and
                  Rita P. Ribeiro and
                  Ricard Gavald{\`{a}} and
                  Elio Masciari and
                  Zbigniew W. Ras and
                  Ettore Ritacco and
                  Francesca Naretto and
                  Andreas Theissler and
                  Przemyslaw Biecek and
                  Wouter Verbeke and
                  Gregor Schiele and
                  Franz Pernkopf and
                  Michaela Blott and
                  Ilaria Bordino and
                  Ivan Luciano Danesi and
                  Giovanni Ponti and
                  Lorenzo Severini and
                  Annalisa Appice and
                  Giuseppina Andresini and
                  Ib{\'{e}}ria Medeiros and
                  Guilherme Gra{\c{c}}a and
                  Lee A. D. Cooper and
                  Naghmeh Ghazaleh and
                  Jonas Richiardi and
                  Diego Saldana Miranda and
                  Konstantinos Sechidis and
                  Arif Canakoglu and
                  Sara Pid{\`{o}} and
                  Pietro Pinoli and
                  Albert Bifet and
                  Sepideh Pashami},
  title        = {Evaluation of Group Fairness Measures in Student Performance Prediction
                  Problems},
  booktitle    = {Machine Learning and Principles and Practice of Knowledge Discovery
                  in Databases - International Workshops of {ECML} {PKDD} 2022, Grenoble,
                  France, September 19-23, 2022, Proceedings, Part {I}},
  series       = {Communications in Computer and Information Science},
  volume       = {1752},
  pages        = {119--136},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-23618-1\_8},
  doi          = {10.1007/978-3-031-23618-1\_8},
  timestamp    = {Mon, 26 Jun 2023 20:44:31 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/QuyNFN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/RoyN22,
  author       = {Arjun Roy and
                  Eirini Ntoutsi},
  editor       = {Massih{-}Reza Amini and
                  St{\'{e}}phane Canu and
                  Asja Fischer and
                  Tias Guns and
                  Petra Kralj Novak and
                  Grigorios Tsoumakas},
  title        = {Learning to Teach Fairness-Aware Deep Multi-task Learning},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2022, Grenoble, France, September 19-23, 2022, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {13713},
  pages        = {710--726},
  publisher    = {Springer},
  year         = {2022},
  url          = {https://doi.org/10.1007/978-3-031-26387-3\_43},
  doi          = {10.1007/978-3-031-26387-3\_43},
  timestamp    = {Mon, 20 Mar 2023 16:00:26 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/RoyN22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-01148,
  author       = {Vasileios Iosifidis and
                  Arjun Roy and
                  Eirini Ntoutsi},
  title        = {Parity-based Cumulative Fairness-aware Boosting},
  journal      = {CoRR},
  volume       = {abs/2201.01148},
  year         = {2022},
  url          = {https://arxiv.org/abs/2201.01148},
  eprinttype    = {arXiv},
  eprint       = {2201.01148},
  timestamp    = {Tue, 26 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2201-01148.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-08027,
  author       = {Xuejiao Tang and
                  Tai Le Quy and
                  Eirini Ntoutsi and
                  Kea Turner and
                  Vasile Palade and
                  Israat Haque and
                  Peng Xu and
                  Chris Brown and
                  Wenbin Zhang},
  title        = {Attention Mechanism based Cognition-level Scene Understanding},
  journal      = {CoRR},
  volume       = {abs/2204.08027},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.08027},
  doi          = {10.48550/ARXIV.2204.08027},
  eprinttype    = {arXiv},
  eprint       = {2204.08027},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-08027.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-08403,
  author       = {Arjun Roy and
                  Eirini Ntoutsi},
  title        = {Learning to Teach Fairness-aware Deep Multi-task Learning},
  journal      = {CoRR},
  volume       = {abs/2206.08403},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.08403},
  doi          = {10.48550/ARXIV.2206.08403},
  eprinttype    = {arXiv},
  eprint       = {2206.08403},
  timestamp    = {Tue, 21 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-08403.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-09895,
  author       = {Tai Le Quy and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  title        = {Multiple Fairness and Cardinality constraints for Students-Topics
                  Grouping Problem},
  journal      = {CoRR},
  volume       = {abs/2206.09895},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.09895},
  doi          = {10.48550/ARXIV.2206.09895},
  eprinttype    = {arXiv},
  eprint       = {2206.09895},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-09895.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-11436,
  author       = {Siamak Ghodsi and
                  Harith Alani and
                  Eirini Ntoutsi},
  title        = {Context matters for fairness - a case study on the effect of spatial
                  distribution shifts},
  journal      = {CoRR},
  volume       = {abs/2206.11436},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.11436},
  doi          = {10.48550/ARXIV.2206.11436},
  eprinttype    = {arXiv},
  eprint       = {2206.11436},
  timestamp    = {Mon, 27 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-11436.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2208-10625,
  author       = {Tai Le Quy and
                  Thi Huyen Nguyen and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  title        = {Evaluation of group fairness measures in student performance prediction
                  problems},
  journal      = {CoRR},
  volume       = {abs/2208.10625},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2208.10625},
  doi          = {10.48550/ARXIV.2208.10625},
  eprinttype    = {arXiv},
  eprint       = {2208.10625},
  timestamp    = {Wed, 07 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2208-10625.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-08309,
  author       = {Vasileios Iosifidis and
                  Symeon Papadopoulos and
                  Bodo Rosenhahn and
                  Eirini Ntoutsi},
  title        = {AdaCC: Cumulative Cost-Sensitive Boosting for Imbalanced Classification},
  journal      = {CoRR},
  volume       = {abs/2209.08309},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.08309},
  doi          = {10.48550/ARXIV.2209.08309},
  eprinttype    = {arXiv},
  eprint       = {2209.08309},
  timestamp    = {Wed, 28 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-08309.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-09975,
  author       = {Yi Cai and
                  Arthur Zimek and
                  Gerhard Wunder and
                  Eirini Ntoutsi},
  title        = {Power of Explanations: Towards automatic debiasing in hate speech
                  detection},
  journal      = {CoRR},
  volume       = {abs/2209.09975},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.09975},
  doi          = {10.48550/ARXIV.2209.09975},
  eprinttype    = {arXiv},
  eprint       = {2209.09975},
  timestamp    = {Thu, 13 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-09975.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-manifestos/BerendtGHHHKNS21,
  author       = {Bettina Berendt and
                  Fabien Gandon and
                  Susan Halford and
                  Wendy Hall and
                  Jim Hendler and
                  Katharina E. Kinder{-}Kurlanda and
                  Eirini Ntoutsi and
                  Steffen Staab},
  title        = {Web Futures: Inclusive, Intelligent, Sustainable The 2020 Manifesto
                  for Web Science (Dagstuhl Perspectives Workshop 18262)},
  journal      = {Dagstuhl Manifestos},
  volume       = {9},
  number       = {1},
  pages        = {1--42},
  year         = {2021},
  url          = {https://doi.org/10.4230/DagMan.9.1.1},
  doi          = {10.4230/DAGMAN.9.1.1},
  timestamp    = {Tue, 30 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/dagstuhl-manifestos/BerendtGHHHKNS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/CaldersNPRR21,
  author       = {Toon Calders and
                  Eirini Ntoutsi and
                  Mykola Pechenizkiy and
                  Bodo Rosenhahn and
                  Salvatore Ruggieri},
  title        = {Introduction to The Special Section on Bias and Fairness in {AI}},
  journal      = {{SIGKDD} Explor.},
  volume       = {23},
  number       = {1},
  pages        = {1--3},
  year         = {2021},
  url          = {https://doi.org/10.1145/3468507.3468509},
  doi          = {10.1145/3468507.3468509},
  timestamp    = {Sun, 25 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigkdd/CaldersNPRR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/CaiZN21,
  author       = {Yi Cai and
                  Arthur Zimek and
                  Eirini Ntoutsi},
  title        = {XPROAX-Local explanations for text classification with progressive
                  neighborhood approximation},
  booktitle    = {8th {IEEE} International Conference on Data Science and Advanced Analytics,
                  {DSAA} 2021, Porto, Portugal, October 6-9, 2021},
  pages        = {1--10},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/DSAA53316.2021.9564153},
  doi          = {10.1109/DSAA53316.2021.9564153},
  timestamp    = {Thu, 13 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dsaa/CaiZN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edm/QuyN21,
  author       = {Tai Le Quy and
                  Eirini Ntoutsi},
  editor       = {Sharon I{-}Han Hsiao and
                  Shaghayegh (Sherry) Sahebi and
                  Fran{\c{c}}ois Bouchet and
                  Jill{-}J{\^{e}}nn Vie},
  title        = {Towards fair, explainable and actionable clustering for learning analytics},
  booktitle    = {Proceedings of the 14th International Conference on Educational Data
                  Mining, {EDM} 2021, virtual, June 29 - July 2, 2021},
  publisher    = {International Educational Data Mining Society},
  year         = {2021},
  timestamp    = {Wed, 09 Mar 2022 16:46:41 +0100},
  biburl       = {https://dblp.org/rec/conf/edm/QuyN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edm/QuyRFN21,
  author       = {Tai Le Quy and
                  Arjun Roy and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  editor       = {Sharon I{-}Han Hsiao and
                  Shaghayegh (Sherry) Sahebi and
                  Fran{\c{c}}ois Bouchet and
                  Jill{-}J{\^{e}}nn Vie},
  title        = {Fair-Capacitated Clustering},
  booktitle    = {Proceedings of the 14th International Conference on Educational Data
                  Mining, {EDM} 2021, virtual, June 29 - July 2, 2021},
  publisher    = {International Educational Data Mining Society},
  year         = {2021},
  timestamp    = {Tue, 26 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/edm/QuyRFN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/TangZYTDWN21,
  author       = {Xuejiao Tang and
                  Wenbin Zhang and
                  Yi Yu and
                  Kea Turner and
                  Tyler Derr and
                  Mengyu Wang and
                  Eirini Ntoutsi},
  editor       = {Igor Farkas and
                  Paolo Masulli and
                  Sebastian Otte and
                  Stefan Wermter},
  title        = {Interpretable Visual Understanding with Cognitive Attention Network},
  booktitle    = {Artificial Neural Networks and Machine Learning - {ICANN} 2021 - 30th
                  International Conference on Artificial Neural Networks, Bratislava,
                  Slovakia, September 14-17, 2021, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12891},
  pages        = {555--568},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-86362-3\_45},
  doi          = {10.1007/978-3-030-86362-3\_45},
  timestamp    = {Sun, 19 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icann/TangZYTDWN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/NaumannN21,
  author       = {Philip Naumann and
                  Eirini Ntoutsi},
  editor       = {Nuria Oliver and
                  Fernando P{\'{e}}rez{-}Cruz and
                  Stefan Kramer and
                  Jesse Read and
                  Jos{\'{e}} Antonio Lozano},
  title        = {Consequence-Aware Sequential Counterfactual Generation},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases. Research Track
                  - European Conference, {ECML} {PKDD} 2021, Bilbao, Spain, September
                  13-17, 2021, Proceedings, Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12976},
  pages        = {682--698},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-86520-7\_42},
  doi          = {10.1007/978-3-030-86520-7\_42},
  timestamp    = {Wed, 28 Jun 2023 16:19:42 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/NaumannN21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2021-w1,
  editor       = {Michael Kamp and
                  Irena Koprinska and
                  Adrien Bibal and
                  Tassadit Bouadi and
                  Beno{\^{\i}}t Fr{\'{e}}nay and
                  Luis Gal{\'{a}}rraga and
                  Jos{\'{e}} Oramas and
                  Linara Adilova and
                  Yamuna Krishnamurthy and
                  Bo Kang and
                  Christine Largeron and
                  Jefrey Lijffijt and
                  Tiphaine Viard and
                  Pascal Welke and
                  Massimiliano Ruocco and
                  Erlend Aune and
                  Claudio Gallicchio and
                  Gregor Schiele and
                  Franz Pernkopf and
                  Michaela Blott and
                  Holger Fr{\"{o}}ning and
                  G{\"{u}}nther Schindler and
                  Riccardo Guidotti and
                  Anna Monreale and
                  Salvatore Rinzivillo and
                  Przemyslaw Biecek and
                  Eirini Ntoutsi and
                  Mykola Pechenizkiy and
                  Bodo Rosenhahn and
                  Christopher L. Buckley and
                  Daniela Cialfi and
                  Pablo Lanillos and
                  Maxwell Ramstead and
                  Tim Verbelen and
                  Pedro M. Ferreira and
                  Giuseppina Andresini and
                  Donato Malerba and
                  Ib{\'{e}}ria Medeiros and
                  Philippe Fournier{-}Viger and
                  M. Saqib Nawaz and
                  Sebasti{\'{a}}n Ventura and
                  Meng Sun and
                  Min Zhou and
                  Valerio Bitetta and
                  Ilaria Bordino and
                  Andrea Ferretti and
                  Francesco Gullo and
                  Giovanni Ponti and
                  Lorenzo Severini and
                  Rita P. Ribeiro and
                  Jo{\~{a}}o Gama and
                  Ricard Gavald{\`{a}} and
                  Lee A. D. Cooper and
                  Naghmeh Ghazaleh and
                  Jonas Richiardi and
                  Damian Roqueiro and
                  Diego Saldana Miranda and
                  Konstantinos Sechidis and
                  Guilherme Gra{\c{c}}a},
  title        = {Machine Learning and Principles and Practice of Knowledge Discovery
                  in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual
                  Event, September 13-17, 2021, Proceedings, Part {I}},
  series       = {Communications in Computer and Information Science},
  volume       = {1524},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-93736-2},
  doi          = {10.1007/978-3-030-93736-2},
  isbn         = {978-3-030-93735-5},
  timestamp    = {Sat, 12 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/2021-w1.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2021-w2,
  editor       = {Michael Kamp and
                  Irena Koprinska and
                  Adrien Bibal and
                  Tassadit Bouadi and
                  Beno{\^{\i}}t Fr{\'{e}}nay and
                  Luis Gal{\'{a}}rraga and
                  Jos{\'{e}} Oramas and
                  Linara Adilova and
                  Yamuna Krishnamurthy and
                  Bo Kang and
                  Christine Largeron and
                  Jefrey Lijffijt and
                  Tiphaine Viard and
                  Pascal Welke and
                  Massimiliano Ruocco and
                  Erlend Aune and
                  Claudio Gallicchio and
                  Gregor Schiele and
                  Franz Pernkopf and
                  Michaela Blott and
                  Holger Fr{\"{o}}ning and
                  G{\"{u}}nther Schindler and
                  Riccardo Guidotti and
                  Anna Monreale and
                  Salvatore Rinzivillo and
                  Przemyslaw Biecek and
                  Eirini Ntoutsi and
                  Mykola Pechenizkiy and
                  Bodo Rosenhahn and
                  Christopher L. Buckley and
                  Daniela Cialfi and
                  Pablo Lanillos and
                  Maxwell Ramstead and
                  Tim Verbelen and
                  Pedro M. Ferreira and
                  Giuseppina Andresini and
                  Donato Malerba and
                  Ib{\'{e}}ria Medeiros and
                  Philippe Fournier{-}Viger and
                  M. Saqib Nawaz and
                  Sebasti{\'{a}}n Ventura and
                  Meng Sun and
                  Min Zhou and
                  Valerio Bitetta and
                  Ilaria Bordino and
                  Andrea Ferretti and
                  Francesco Gullo and
                  Giovanni Ponti and
                  Lorenzo Severini and
                  Rita P. Ribeiro and
                  Jo{\~{a}}o Gama and
                  Ricard Gavald{\`{a}} and
                  Lee A. D. Cooper and
                  Naghmeh Ghazaleh and
                  Jonas Richiardi and
                  Damian Roqueiro and
                  Diego Saldana Miranda and
                  Konstantinos Sechidis and
                  Guilherme Gra{\c{c}}a},
  title        = {Machine Learning and Principles and Practice of Knowledge Discovery
                  in Databases - International Workshops of {ECML} {PKDD} 2021, Virtual
                  Event, September 13-17, 2021, Proceedings, Part {II}},
  series       = {Communications in Computer and Information Science},
  volume       = {1525},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-93733-1},
  doi          = {10.1007/978-3-030-93733-1},
  isbn         = {978-3-030-93732-4},
  timestamp    = {Sat, 12 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/2021-w2.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-02055,
  author       = {Tai Le Quy and
                  Sergej Zerr and
                  Eirini Ntoutsi and
                  Wolfgang Nejdl},
  title        = {Data augmentation for dealing with low sampling rates in {NILM}},
  journal      = {CoRR},
  volume       = {abs/2104.02055},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.02055},
  eprinttype    = {arXiv},
  eprint       = {2104.02055},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-02055.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-05592,
  author       = {Philip Naumann and
                  Eirini Ntoutsi},
  title        = {Consequence-aware Sequential Counterfactual Generation},
  journal      = {CoRR},
  volume       = {abs/2104.05592},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.05592},
  eprinttype    = {arXiv},
  eprint       = {2104.05592},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-05592.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-12116,
  author       = {Tai Le Quy and
                  Arjun Roy and
                  Gunnar Friege and
                  Eirini Ntoutsi},
  title        = {Fair-Capacitated Clustering},
  journal      = {CoRR},
  volume       = {abs/2104.12116},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.12116},
  eprinttype    = {arXiv},
  eprint       = {2104.12116},
  timestamp    = {Tue, 26 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-12116.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-13312,
  author       = {Arjun Roy and
                  Vasileios Iosifidis and
                  Eirini Ntoutsi},
  title        = {Multi-Fair Pareto Boosting},
  journal      = {CoRR},
  volume       = {abs/2104.13312},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.13312},
  eprinttype    = {arXiv},
  eprint       = {2104.13312},
  timestamp    = {Tue, 26 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-13312.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-07919,
  author       = {Simone Fabbrizzi and
                  Symeon Papadopoulos and
                  Eirini Ntoutsi and
                  Ioannis Kompatsiaris},
  title        = {A Survey on Bias in Visual Datasets},
  journal      = {CoRR},
  volume       = {abs/2107.07919},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.07919},
  eprinttype    = {arXiv},
  eprint       = {2107.07919},
  timestamp    = {Wed, 21 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-07919.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-02924,
  author       = {Xuejiao Tang and
                  Wenbin Zhang and
                  Yi Yu and
                  Kea Turner and
                  Tyler Derr and
                  Mengyu Wang and
                  Eirini Ntoutsi},
  title        = {Interpretable Visual Understanding with Cognitive Attention Network},
  journal      = {CoRR},
  volume       = {abs/2108.02924},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.02924},
  eprinttype    = {arXiv},
  eprint       = {2108.02924},
  timestamp    = {Sun, 19 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-02924.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-06231,
  author       = {Vasileios Iosifidis and
                  Wenbin Zhang and
                  Eirini Ntoutsi},
  title        = {Online Fairness-Aware Learning with Imbalanced Data Streams},
  journal      = {CoRR},
  volume       = {abs/2108.06231},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.06231},
  eprinttype    = {arXiv},
  eprint       = {2108.06231},
  timestamp    = {Wed, 18 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-06231.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-15004,
  author       = {Yi Cai and
                  Arthur Zimek and
                  Eirini Ntoutsi},
  title        = {XPROAX-Local explanations for text classification with progressive
                  neighborhood approximation},
  journal      = {CoRR},
  volume       = {abs/2109.15004},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.15004},
  eprinttype    = {arXiv},
  eprint       = {2109.15004},
  timestamp    = {Thu, 13 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-15004.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-00530,
  author       = {Tai Le Quy and
                  Arjun Roy and
                  Vasileios Iosifidis and
                  Eirini Ntoutsi},
  title        = {A survey on datasets for fairness-aware machine learning},
  journal      = {CoRR},
  volume       = {abs/2110.00530},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.00530},
  eprinttype    = {arXiv},
  eprint       = {2110.00530},
  timestamp    = {Tue, 26 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-00530.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/adt/BeyerUBTONS20,
  author       = {Christian Beyer and
                  Vishnu Unnikrishnan and
                  Robert Br{\"{u}}ggemann and
                  Vincent Toulouse and
                  Hafez Kader Omar and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  title        = {Resource management for model learning at entity level},
  journal      = {Ann. des T{\'{e}}l{\'{e}}communications},
  volume       = {75},
  number       = {9-10},
  pages        = {549--561},
  year         = {2020},
  url          = {https://doi.org/10.1007/s12243-020-00800-4},
  doi          = {10.1007/S12243-020-00800-4},
  timestamp    = {Wed, 01 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/adt/BeyerUBTONS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/adt/BeyerBUSNS20,
  author       = {Christian Beyer and
                  Maik B{\"{u}}ttner and
                  Vishnu Unnikrishnan and
                  Miro Schleicher and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  title        = {Active feature acquisition on data streams under feature drift},
  journal      = {Ann. des T{\'{e}}l{\'{e}}communications},
  volume       = {75},
  number       = {9-10},
  pages        = {597--611},
  year         = {2020},
  url          = {https://doi.org/10.1007/s12243-020-00775-2},
  doi          = {10.1007/S12243-020-00775-2},
  timestamp    = {Thu, 16 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/adt/BeyerBUSNS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bigdata/NtoutsiSZZ20,
  author       = {Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Albrecht Zimmermann},
  title        = {Call for Special Issue Papers: Evaluation and Experimental Design
                  in Data Mining and Machine Learning},
  journal      = {Big Data},
  volume       = {8},
  number       = {4},
  pages        = {253--254},
  year         = {2020},
  url          = {https://doi.org/10.1089/big.2020.29037.cfp},
  doi          = {10.1089/BIG.2020.29037.CFP},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bigdata/NtoutsiSZZ20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bigdata/NtoutsiSZZ20a,
  author       = {Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Albrecht Zimmermann},
  title        = {Call for Special Issue Papers: Evaluation and Experimental Design
                  in Data Mining and Machine Learning},
  journal      = {Big Data},
  volume       = {8},
  number       = {5},
  pages        = {456--457},
  year         = {2020},
  url          = {https://doi.org/10.1089/big.2020.29037.cfp2},
  doi          = {10.1089/BIG.2020.29037.CFP2},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bigdata/NtoutsiSZZ20a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bigdata/NtoutsiSZZ20b,
  author       = {Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Albrecht Zimmermann},
  title        = {Call for Special Issue Papers: Evaluation and Experimental Design
                  in Data Mining and Machine Learning},
  journal      = {Big Data},
  volume       = {8},
  number       = {6},
  pages        = {546--547},
  year         = {2020},
  url          = {https://doi.org/10.1089/big.2020.29037.cfp3},
  doi          = {10.1089/BIG.2020.29037.CFP3},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bigdata/NtoutsiSZZ20b.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdsa/UnnikrishnanBMN20,
  author       = {Vishnu Unnikrishnan and
                  Christian Beyer and
                  Pawel Matuszyk and
                  Uli Niemann and
                  R{\"{u}}diger Pryss and
                  Winfried Schlee and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  title        = {Entity-level stream classification: exploiting entity similarity to
                  label the future observations referring to an entity},
  journal      = {Int. J. Data Sci. Anal.},
  volume       = {9},
  number       = {1},
  pages        = {1--15},
  year         = {2020},
  url          = {https://doi.org/10.1007/s41060-019-00177-1},
  doi          = {10.1007/S41060-019-00177-1},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijdsa/UnnikrishnanBMN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jodl/FafaliosISN20,
  author       = {Pavlos Fafalios and
                  Vasileios Iosifidis and
                  Kostas Stefanidis and
                  Eirini Ntoutsi},
  title        = {Tracking the history and evolution of entities: entity-centric temporal
                  analysis of large social media archives},
  journal      = {Int. J. Digit. Libr.},
  volume       = {21},
  number       = {1},
  pages        = {5--17},
  year         = {2020},
  url          = {https://doi.org/10.1007/s00799-018-0257-7},
  doi          = {10.1007/S00799-018-0257-7},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jodl/FafaliosISN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/IosifidisN20,
  author       = {Vasileios Iosifidis and
                  Eirini Ntoutsi},
  title        = {Sentiment analysis on big sparse data streams with limited labels},
  journal      = {Knowl. Inf. Syst.},
  volume       = {62},
  number       = {4},
  pages        = {1393--1432},
  year         = {2020},
  url          = {https://doi.org/10.1007/s10115-019-01392-9},
  doi          = {10.1007/S10115-019-01392-9},
  timestamp    = {Mon, 04 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/kais/IosifidisN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/widm/NtoutsiFGINVRTP20,
  author       = {Eirini Ntoutsi and
                  Pavlos Fafalios and
                  Ujwal Gadiraju and
                  Vasileios Iosifidis and
                  Wolfgang Nejdl and
                  Maria{-}Esther Vidal and
                  Salvatore Ruggieri and
                  Franco Turini and
                  Symeon Papadopoulos and
                  Emmanouil Krasanakis and
                  Ioannis Kompatsiaris and
                  Katharina Kinder{-}Kurlanda and
                  Claudia Wagner and
                  Fariba Karimi and
                  Miriam Fern{\'{a}}ndez and
                  Harith Alani and
                  Bettina Berendt and
                  Tina Kruegel and
                  Christian Heinze and
                  Klaus Broelemann and
                  Gjergji Kasneci and
                  Thanassis Tiropanis and
                  Steffen Staab},
  title        = {Bias in data-driven artificial intelligence systems - An introductory
                  survey},
  journal      = {WIREs Data Mining Knowl. Discov.},
  volume       = {10},
  number       = {3},
  year         = {2020},
  url          = {https://doi.org/10.1002/widm.1356},
  doi          = {10.1002/WIDM.1356},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/widm/NtoutsiFGINVRTP20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/AbolfazliN20,
  author       = {Amir Abolfazli and
                  Eirini Ntoutsi},
  editor       = {Xintao Wu and
                  Chris Jermaine and
                  Li Xiong and
                  Xiaohua Hu and
                  Olivera Kotevska and
                  Siyuan Lu and
                  Weija Xu and
                  Srinivas Aluru and
                  Chengxiang Zhai and
                  Eyhab Al{-}Masri and
                  Zhiyuan Chen and
                  Jeff Saltz},
  title        = {Drift-Aware Multi-Memory Model for Imbalanced Data Streams},
  booktitle    = {2020 {IEEE} International Conference on Big Data {(IEEE} BigData 2020),
                  Atlanta, GA, USA, December 10-13, 2020},
  pages        = {878--885},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/BigData50022.2020.9378101},
  doi          = {10.1109/BIGDATA50022.2020.9378101},
  timestamp    = {Fri, 19 Nov 2021 16:08:20 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/AbolfazliN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/compsac/AskariQN20,
  author       = {Bahman Askari and
                  Tai Le Quy and
                  Eirini Ntoutsi},
  title        = {Taxi Demand Prediction using an LSTM-Based Deep Sequence Model and
                  Points of Interest},
  booktitle    = {44th {IEEE} Annual Computers, Software, and Applications Conference,
                  {COMPSAC} 2020, Madrid, Spain, July 13-17, 2020},
  pages        = {1719--1724},
  publisher    = {{IEEE}},
  year         = {2020},
  url          = {https://doi.org/10.1109/COMPSAC48688.2020.000-7},
  doi          = {10.1109/COMPSAC48688.2020.000-7},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/compsac/AskariQN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/IosifidisN20,
  author       = {Vasileios Iosifidis and
                  Eirini Ntoutsi},
  editor       = {Annalisa Appice and
                  Grigorios Tsoumakas and
                  Yannis Manolopoulos and
                  Stan Matwin},
  title        = {{FABBOO} - Online Fairness-Aware Learning Under Class Imbalance},
  booktitle    = {Discovery Science - 23rd International Conference, {DS} 2020, Thessaloniki,
                  Greece, October 19-21, 2020, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12323},
  pages        = {159--174},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-61527-7\_11},
  doi          = {10.1007/978-3-030-61527-7\_11},
  timestamp    = {Wed, 21 Oct 2020 14:22:04 +0200},
  biburl       = {https://dblp.org/rec/conf/dis/IosifidisN20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/HuILZYNR20,
  author       = {Tongxin Hu and
                  Vasileios Iosifidis and
                  Wentong Liao and
                  Hang Zhang and
                  Michael Ying Yang and
                  Eirini Ntoutsi and
                  Bodo Rosenhahn},
  editor       = {Annalisa Appice and
                  Grigorios Tsoumakas and
                  Yannis Manolopoulos and
                  Stan Matwin},
  title        = {FairNN - Conjoint Learning of Fair Representations for Fair Decisions},
  booktitle    = {Discovery Science - 23rd International Conference, {DS} 2020, Thessaloniki,
                  Greece, October 19-21, 2020, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12323},
  pages        = {581--595},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-61527-7\_38},
  doi          = {10.1007/978-3-030-61527-7\_38},
  timestamp    = {Tue, 20 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dis/HuILZYNR20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nlxai/Ntoutsi20,
  author       = {Eirini Ntoutsi},
  editor       = {Jos{\'{e}} Maria Alonso and
                  Alejandro Catal{\'{a}}},
  title        = {Bias in AI-systems: {A} multi-step approach},
  booktitle    = {2nd Workshop on Interactive Natural Language Technology for Explainable
                  Artificial Intelligence, NL4XAI@INGL 2020, Dublin, Ireland, December
                  18, 2020},
  pages        = {3--4},
  publisher    = {Association for Computational Linguistics},
  year         = {2020},
  url          = {https://aclanthology.org/2020.nl4xai-1.2/},
  timestamp    = {Mon, 09 Aug 2021 16:25:39 +0200},
  biburl       = {https://dblp.org/rec/conf/nlxai/Ntoutsi20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/pkdd/2020-w,
  editor       = {Irena Koprinska and
                  Michael Kamp and
                  Annalisa Appice and
                  Corrado Loglisci and
                  Luiza Antonie and
                  Albrecht Zimmermann and
                  Riccardo Guidotti and
                  {\"{O}}zlem {\"{O}}zg{\"{o}}bek and
                  Rita P. Ribeiro and
                  Ricard Gavald{\`{a}} and
                  Jo{\~{a}}o Gama and
                  Linara Adilova and
                  Yamuna Krishnamurthy and
                  Pedro M. Ferreira and
                  Donato Malerba and
                  Ib{\'{e}}ria Medeiros and
                  Michelangelo Ceci and
                  Giuseppe Manco and
                  Elio Masciari and
                  Zbigniew W. Ras and
                  Peter Christen and
                  Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Anna Monreale and
                  Przemyslaw Biecek and
                  Salvatore Rinzivillo and
                  Benjamin Kille and
                  Andreas Lommatzsch and
                  Jon Atle Gulla},
  title        = {{ECML} {PKDD} 2020 Workshops - Workshops of the European Conference
                  on Machine Learning and Knowledge Discovery in Databases {(ECML} {PKDD}
                  2020): SoGood 2020, {PDFL} 2020, {MLCS} 2020, {NFMCP} 2020, {DINA}
                  2020, {EDML} 2020, {XKDD} 2020 and {INRA} 2020, Ghent, Belgium, September
                  14-18, 2020, Proceedings},
  series       = {Communications in Computer and Information Science},
  volume       = {1323},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-65965-3},
  doi          = {10.1007/978-3-030-65965-3},
  isbn         = {978-3-030-65964-6},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/2020-w.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-09762,
  author       = {Eirini Ntoutsi and
                  Pavlos Fafalios and
                  Ujwal Gadiraju and
                  Vasileios Iosifidis and
                  Wolfgang Nejdl and
                  Maria{-}Esther Vidal and
                  Salvatore Ruggieri and
                  Franco Turini and
                  Symeon Papadopoulos and
                  Emmanouil Krasanakis and
                  Ioannis Kompatsiaris and
                  Katharina Kinder{-}Kurlanda and
                  Claudia Wagner and
                  Fariba Karimi and
                  Miriam Fern{\'{a}}ndez and
                  Harith Alani and
                  Bettina Berendt and
                  Tina Kruegel and
                  Christian Heinze and
                  Klaus Broelemann and
                  Gjergji Kasneci and
                  Thanassis Tiropanis and
                  Steffen Staab},
  title        = {Bias in Data-driven {AI} Systems - An Introductory Survey},
  journal      = {CoRR},
  volume       = {abs/2001.09762},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.09762},
  eprinttype    = {arXiv},
  eprint       = {2001.09762},
  timestamp    = {Mon, 21 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-09762.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-00695,
  author       = {Vasileios Iosifidis and
                  Besnik Fetahu and
                  Eirini Ntoutsi},
  title        = {{FAE:} {A} Fairness-Aware Ensemble Framework},
  journal      = {CoRR},
  volume       = {abs/2002.00695},
  year         = {2020},
  url          = {https://arxiv.org/abs/2002.00695},
  eprinttype    = {arXiv},
  eprint       = {2002.00695},
  timestamp    = {Mon, 10 Feb 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2002-00695.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-02173,
  author       = {Tongxin Hu and
                  Vasileios Iosifidis and
                  Wentong Liao and
                  Hang Zhang and
                  Michael Ying Yang and
                  Eirini Ntoutsi and
                  Bodo Rosenhahn},
  title        = {FairNN- Conjoint Learning of Fair Representations for Fair Decisions},
  journal      = {CoRR},
  volume       = {abs/2004.02173},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.02173},
  eprinttype    = {arXiv},
  eprint       = {2004.02173},
  timestamp    = {Tue, 14 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-02173.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-14791,
  author       = {Amir Abolfazli and
                  Eirini Ntoutsi},
  title        = {Drift-Aware Multi-Memory Model for Imbalanced Data Streams},
  journal      = {CoRR},
  volume       = {abs/2012.14791},
  year         = {2020},
  url          = {https://arxiv.org/abs/2012.14791},
  eprinttype    = {arXiv},
  eprint       = {2012.14791},
  timestamp    = {Fri, 08 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2012-14791.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/IosifidisFN19,
  author       = {Vasileios Iosifidis and
                  Besnik Fetahu and
                  Eirini Ntoutsi},
  editor       = {Chaitanya K. Baru and
                  Jun Huan and
                  Latifur Khan and
                  Xiaohua Hu and
                  Ronay Ak and
                  Yuanyuan Tian and
                  Roger S. Barga and
                  Carlo Zaniolo and
                  Kisung Lee and
                  Yanfang (Fanny) Ye},
  title        = {{FAE:} {A} Fairness-Aware Ensemble Framework},
  booktitle    = {2019 {IEEE} International Conference on Big Data {(IEEE} BigData),
                  Los Angeles, CA, USA, December 9-12, 2019},
  pages        = {1375--1380},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/BigData47090.2019.9006487},
  doi          = {10.1109/BIGDATA47090.2019.9006487},
  timestamp    = {Tue, 18 Oct 2022 14:44:48 +0200},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/IosifidisFN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/IosifidisN19,
  author       = {Vasileios Iosifidis and
                  Eirini Ntoutsi},
  editor       = {Wenwu Zhu and
                  Dacheng Tao and
                  Xueqi Cheng and
                  Peng Cui and
                  Elke A. Rundensteiner and
                  David Carmel and
                  Qi He and
                  Jeffrey Xu Yu},
  title        = {AdaFair: Cumulative Fairness Adaptive Boosting},
  booktitle    = {Proceedings of the 28th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2019, Beijing, China, November 3-7,
                  2019},
  pages        = {781--790},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3357384.3357974},
  doi          = {10.1145/3357384.3357974},
  timestamp    = {Mon, 04 Nov 2019 11:08:42 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/IosifidisN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dexa/IosifidisTN19,
  author       = {Vasileios Iosifidis and
                  Thi Ngoc Han Tran and
                  Eirini Ntoutsi},
  editor       = {Sven Hartmann and
                  Josef K{\"{u}}ng and
                  Sharma Chakravarthy and
                  Gabriele Anderst{-}Kotsis and
                  A Min Tjoa and
                  Ismail Khalil},
  title        = {Fairness-Enhancing Interventions in Stream Classification},
  booktitle    = {Database and Expert Systems Applications - 30th International Conference,
                  {DEXA} 2019, Linz, Austria, August 26-29, 2019, Proceedings, Part
                  {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11706},
  pages        = {261--276},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-27615-7\_20},
  doi          = {10.1007/978-3-030-27615-7\_20},
  timestamp    = {Tue, 29 Dec 2020 18:31:17 +0100},
  biburl       = {https://dblp.org/rec/conf/dexa/IosifidisTN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/ZhangN19,
  author       = {Wenbin Zhang and
                  Eirini Ntoutsi},
  editor       = {Sarit Kraus},
  title        = {{FAHT:} An Adaptive Fairness-aware Decision Tree Classifier},
  booktitle    = {Proceedings of the Twenty-Eighth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
                  2019},
  pages        = {1480--1486},
  publisher    = {ijcai.org},
  year         = {2019},
  url          = {https://doi.org/10.24963/ijcai.2019/205},
  doi          = {10.24963/IJCAI.2019/205},
  timestamp    = {Thu, 29 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/ZhangN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/QuyNSN19,
  author       = {Tai Le Quy and
                  Wolfgang Nejdl and
                  Myra Spiliopoulou and
                  Eirini Ntoutsi},
  editor       = {Konstantinos Tserpes and
                  Chiara Renso and
                  Stan Matwin},
  title        = {A Neighborhood-Augmented {LSTM} Model for Taxi-Passenger Demand Prediction},
  booktitle    = {Multiple-Aspect Analysis of Semantic Trajectories - First International
                  Workshop, {MASTER} 2019, Held in Conjunction with {ECML-PKDD} 2019,
                  W{\"{u}}rzburg, Germany, September 16, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11889},
  pages        = {100--116},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://doi.org/10.1007/978-3-030-38081-6\_8},
  doi          = {10.1007/978-3-030-38081-6\_8},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/QuyNSN19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sac/BeyerUNMNS19,
  author       = {Christian Beyer and
                  Vishnu Unnikrishnan and
                  Uli Niemann and
                  Pawel Matuszyk and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Chih{-}Cheng Hung and
                  George A. Papadopoulos},
  title        = {Exploiting entity information for stream classification over a stream
                  of reviews},
  booktitle    = {Proceedings of the 34th {ACM/SIGAPP} Symposium on Applied Computing,
                  {SAC} 2019, Limassol, Cyprus, April 8-12, 2019},
  pages        = {564--573},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3297280.3297333},
  doi          = {10.1145/3297280.3297333},
  timestamp    = {Sun, 02 Jun 2019 21:18:38 +0200},
  biburl       = {https://dblp.org/rec/conf/sac/BeyerUNMNS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/NtoutsiSZZ19,
  author       = {Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Albrecht Zimmermann},
  editor       = {Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Albrecht Zimmermann},
  title        = {1st Workshop on Evaluation and Experimental Design in Data Mining
                  and Machine Learning {(EDML} 2019)},
  booktitle    = {Proceedings of the 1st Workshop on Evaluation and Experimental Design
                  in Data Mining and Machine Learning co-located with {SIAM} International
                  Conference on Data Mining {(SDM} 2019), Calgary, Alberta, Canada,
                  May 4th, 2019},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2436},
  pages        = {1--3},
  publisher    = {CEUR-WS.org},
  year         = {2019},
  url          = {https://ceur-ws.org/Vol-2436/summary.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:21 +0100},
  biburl       = {https://dblp.org/rec/conf/sdm/NtoutsiSZZ19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/sdm/2019edml,
  editor       = {Eirini Ntoutsi and
                  Erich Schubert and
                  Arthur Zimek and
                  Albrecht Zimmermann},
  title        = {Proceedings of the 1st Workshop on Evaluation and Experimental Design
                  in Data Mining and Machine Learning co-located with {SIAM} International
                  Conference on Data Mining {(SDM} 2019), Calgary, Alberta, Canada,
                  May 4th, 2019},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2436},
  publisher    = {CEUR-WS.org},
  year         = {2019},
  url          = {https://ceur-ws.org/Vol-2436},
  urn          = {urn:nbn:de:0074-2436-7},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sdm/2019edml.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-07223,
  author       = {Vasileios Iosifidis and
                  Thi Ngoc Han Tran and
                  Eirini Ntoutsi},
  title        = {Fairness-enhancing interventions in stream classification},
  journal      = {CoRR},
  volume       = {abs/1907.07223},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.07223},
  eprinttype    = {arXiv},
  eprint       = {1907.07223},
  timestamp    = {Tue, 23 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-07223.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-07237,
  author       = {Wenbin Zhang and
                  Eirini Ntoutsi},
  title        = {{FAHT:} An Adaptive Fairness-aware Decision Tree Classifier},
  journal      = {CoRR},
  volume       = {abs/1907.07237},
  year         = {2019},
  url          = {http://arxiv.org/abs/1907.07237},
  eprinttype    = {arXiv},
  eprint       = {1907.07237},
  timestamp    = {Thu, 29 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1907-07237.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-08982,
  author       = {Vasileios Iosifidis and
                  Eirini Ntoutsi},
  title        = {AdaFair: Cumulative Fairness Adaptive Boosting},
  journal      = {CoRR},
  volume       = {abs/1909.08982},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.08982},
  eprinttype    = {arXiv},
  eprint       = {1909.08982},
  timestamp    = {Tue, 24 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-08982.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/MansalisNPT18,
  author       = {Stratos Mansalis and
                  Eirini Ntoutsi and
                  Nikos Pelekis and
                  Yannis Theodoridis},
  title        = {An evaluation of data stream clustering algorithms},
  journal      = {Stat. Anal. Data Min.},
  volume       = {11},
  number       = {4},
  pages        = {167--187},
  year         = {2018},
  url          = {https://doi.org/10.1002/sam.11380},
  doi          = {10.1002/SAM.11380},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/sadm/MansalisNPT18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/MelidisSN18,
  author       = {Damianos P. Melidis and
                  Myra Spiliopoulou and
                  Eirini Ntoutsi},
  editor       = {Alfredo Cuzzocrea and
                  James Allan and
                  Norman W. Paton and
                  Divesh Srivastava and
                  Rakesh Agrawal and
                  Andrei Z. Broder and
                  Mohammed J. Zaki and
                  K. Sel{\c{c}}uk Candan and
                  Alexandros Labrinidis and
                  Assaf Schuster and
                  Haixun Wang},
  title        = {Learning under Feature Drifts in Textual Streams},
  booktitle    = {Proceedings of the 27th {ACM} International Conference on Information
                  and Knowledge Management, {CIKM} 2018, Torino, Italy, October 22-26,
                  2018},
  pages        = {527--536},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3269206.3271717},
  doi          = {10.1145/3269206.3271717},
  timestamp    = {Wed, 21 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cikm/MelidisSN18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/BeyerUMNPSNS18,
  author       = {Christian Beyer and
                  Vishnu Unnikrishnan and
                  Pawel Matuszyk and
                  Uli Niemann and
                  R{\"{u}}diger Pryss and
                  Winfried Schlee and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Francesco Bonchi and
                  Foster J. Provost and
                  Tina Eliassi{-}Rad and
                  Wei Wang and
                  Ciro Cattuto and
                  Rayid Ghani},
  title        = {Entity-Level Stream Classification: Exploiting Entity Similarity to
                  Label the Future Observations Referring to an Entity},
  booktitle    = {5th {IEEE} International Conference on Data Science and Advanced Analytics,
                  {DSAA} 2018, Turin, Italy, October 1-3, 2018},
  pages        = {246--255},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/DSAA.2018.00035},
  doi          = {10.1109/DSAA.2018.00035},
  timestamp    = {Fri, 09 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dsaa/BeyerUMNPSNS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esws/FafaliosIND18,
  author       = {Pavlos Fafalios and
                  Vasileios Iosifidis and
                  Eirini Ntoutsi and
                  Stefan Dietze},
  editor       = {Aldo Gangemi and
                  Roberto Navigli and
                  Maria{-}Esther Vidal and
                  Pascal Hitzler and
                  Rapha{\"{e}}l Troncy and
                  Laura Hollink and
                  Anna Tordai and
                  Mehwish Alam},
  title        = {TweetsKB: {A} Public and Large-Scale {RDF} Corpus of Annotated Tweets},
  booktitle    = {The Semantic Web - 15th International Conference, {ESWC} 2018, Heraklion,
                  Crete, Greece, June 3-7, 2018, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10843},
  pages        = {177--190},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-319-93417-4\_12},
  doi          = {10.1007/978-3-319-93417-4\_12},
  timestamp    = {Mon, 05 Feb 2024 20:32:23 +0100},
  biburl       = {https://dblp.org/rec/conf/esws/FafaliosIND18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icbk/BlakeN18,
  author       = {Christopher Blake and
                  Eirini Ntoutsi},
  editor       = {Xindong Wu and
                  Yew{-}Soon Ong and
                  Charu C. Aggarwal and
                  Huanhuan Chen},
  title        = {Reinforcement Learning Based Decision Tree Induction Over Data Streams
                  with Concept Drifts},
  booktitle    = {2018 {IEEE} International Conference on Big Knowledge, {ICBK} 2018,
                  Singapore, November 17-18, 2018},
  pages        = {328--335},
  publisher    = {{IEEE} Computer Society},
  year         = {2018},
  url          = {https://doi.org/10.1109/ICBK.2018.00051},
  doi          = {10.1109/ICBK.2018.00051},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icbk/BlakeN18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sac/BeyerNUNS18,
  author       = {Christian Beyer and
                  Uli Niemann and
                  Vishnu Unnikrishnan and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Hisham M. Haddad and
                  Roger L. Wainwright and
                  Richard Chbeir},
  title        = {Predicting polarities of entity-centered documents without reading
                  their contents},
  booktitle    = {Proceedings of the 33rd Annual {ACM} Symposium on Applied Computing,
                  {SAC} 2018, Pau, France, April 09-13, 2018},
  pages        = {525--528},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3167132.3172870},
  doi          = {10.1145/3167132.3172870},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sac/BeyerNUNS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wims/MelidisCINS18,
  author       = {Damianos P. Melidis and
                  Alvaro Veizaga Campero and
                  Vasileios Iosifidis and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Rajendra Akerkar and
                  Mirjana Ivanovic and
                  Sang{-}Wook Kim and
                  Yannis Manolopoulos and
                  Riccardo Rosati and
                  Milos Savic and
                  Costin Badica and
                  Milos Radovanovic},
  title        = {Enriching Lexicons with Ephemeral Words for Sentiment Analysis in
                  Social Streams},
  booktitle    = {Proceedings of the 8th International Conference on Web Intelligence,
                  Mining and Semantics, {WIMS} 2018, Novi Sad, Serbia, June 25-27, 2018},
  pages        = {38:1--38:8},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3227609.3227664},
  doi          = {10.1145/3227609.3227664},
  timestamp    = {Fri, 03 Feb 2023 10:27:08 +0100},
  biburl       = {https://dblp.org/rec/conf/wims/MelidisCINS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/snam/StefanidisNKV18,
  author       = {Kostas Stefanidis and
                  Eirini Ntoutsi and
                  Haridimos Kondylakis and
                  Yannis Velegrakis},
  editor       = {Reda Alhajj and
                  Jon G. Rokne},
  title        = {Social-Based Collaborative Filtering},
  booktitle    = {Encyclopedia of Social Network Analysis and Mining, 2nd Edition},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-1-4939-7131-2\_110171},
  doi          = {10.1007/978-1-4939-7131-2\_110171},
  timestamp    = {Wed, 04 May 2022 13:01:02 +0200},
  biburl       = {https://dblp.org/rec/reference/snam/StefanidisNKV18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-10308,
  author       = {Pavlos Fafalios and
                  Vasileios Iosifidis and
                  Eirini Ntoutsi and
                  Stefan Dietze},
  title        = {TweetsKB: {A} Public and Large-Scale {RDF} Corpus of Annotated Tweets},
  journal      = {CoRR},
  volume       = {abs/1810.10308},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.10308},
  eprinttype    = {arXiv},
  eprint       = {1810.10308},
  timestamp    = {Wed, 31 Oct 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-10308.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-11017,
  author       = {Pavlos Fafalios and
                  Vasileios Iosifidis and
                  Kostas Stefanidis and
                  Eirini Ntoutsi},
  title        = {Tracking the History and Evolution of Entities: Entity-centric Temporal
                  Analysis of Large Social Media Archives},
  journal      = {CoRR},
  volume       = {abs/1810.11017},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.11017},
  eprinttype    = {arXiv},
  eprint       = {1810.11017},
  timestamp    = {Wed, 31 Oct 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-11017.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/HalfordHNS18,
  author       = {Susan Halford and
                  James A. Hendler and
                  Eirini Ntoutsi and
                  Steffen Staab},
  title        = {10 Years of Web Science: Closing The Loop (Dagstuhl Perspectives Workshop
                  18262)},
  journal      = {Dagstuhl Reports},
  volume       = {8},
  number       = {6},
  pages        = {173--198},
  year         = {2018},
  url          = {https://doi.org/10.4230/DagRep.8.6.173},
  doi          = {10.4230/DAGREP.8.6.173},
  timestamp    = {Tue, 08 Jan 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/dagstuhl-reports/HalfordHNS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ercimdl/FafaliosISN17,
  author       = {Pavlos Fafalios and
                  Vasileios Iosifidis and
                  Kostas Stefanidis and
                  Eirini Ntoutsi},
  editor       = {Jaap Kamps and
                  Giannis Tsakonas and
                  Yannis Manolopoulos and
                  Lazaros S. Iliadis and
                  Ioannis Karydis},
  title        = {Multi-aspect Entity-Centric Analysis of Big Social Media Archives},
  booktitle    = {Research and Advanced Technology for Digital Libraries - 21st International
                  Conference on Theory and Practice of Digital Libraries, {TPDL} 2017,
                  Thessaloniki, Greece, September 18-21, 2017, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10450},
  pages        = {261--273},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-67008-9\_21},
  doi          = {10.1007/978-3-319-67008-9\_21},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ercimdl/FafaliosISN17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ercimdl/IosifidisON17,
  author       = {Vasileios Iosifidis and
                  Annina Oelschlager and
                  Eirini Ntoutsi},
  editor       = {Jaap Kamps and
                  Giannis Tsakonas and
                  Yannis Manolopoulos and
                  Lazaros S. Iliadis and
                  Ioannis Karydis},
  title        = {Sentiment Classification over Opinionated Data Streams Through Informed
                  Model Adaptation},
  booktitle    = {Research and Advanced Technology for Digital Libraries - 21st International
                  Conference on Theory and Practice of Digital Libraries, {TPDL} 2017,
                  Thessaloniki, Greece, September 18-21, 2017, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10450},
  pages        = {369--381},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-67008-9\_29},
  doi          = {10.1007/978-3-319-67008-9\_29},
  timestamp    = {Tue, 05 Sep 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ercimdl/IosifidisON17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/IosifidisN17,
  author       = {Vasileios Iosifidis and
                  Eirini Ntoutsi},
  title        = {Large Scale Sentiment Learning with Limited Labels},
  booktitle    = {Proceedings of the 23rd {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13
                  - 17, 2017},
  pages        = {1823--1832},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3097983.3098159},
  doi          = {10.1145/3097983.3098159},
  timestamp    = {Fri, 25 Dec 2020 01:14:16 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/IosifidisN17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/BasaranNZ17,
  author       = {Daniel Basaran and
                  Eirini Ntoutsi and
                  Arthur Zimek},
  editor       = {Nitesh V. Chawla and
                  Wei Wang},
  title        = {Redundancies in Data and their Effect on the Evaluation of Recommendation
                  Systems: {A} Case Study on the Amazon Reviews Datasets},
  booktitle    = {Proceedings of the 2017 {SIAM} International Conference on Data Mining,
                  Houston, Texas, USA, April 27-29, 2017},
  pages        = {390--398},
  publisher    = {{SIAM}},
  year         = {2017},
  url          = {https://doi.org/10.1137/1.9781611974973.44},
  doi          = {10.1137/1.9781611974973.44},
  timestamp    = {Fri, 04 Oct 2019 16:19:51 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/BasaranNZ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:reference/ml/SpiliopoulouNZ17,
  author       = {Myra Spiliopoulou and
                  Eirini Ntoutsi and
                  Max Zimmermann},
  editor       = {Claude Sammut and
                  Geoffrey I. Webb},
  title        = {Opinion Stream Mining},
  booktitle    = {Encyclopedia of Machine Learning and Data Mining},
  pages        = {938--947},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-1-4899-7687-1\_905},
  doi          = {10.1007/978-1-4899-7687-1\_905},
  timestamp    = {Wed, 12 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/reference/ml/SpiliopoulouNZ17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/ZimmermannNS16,
  author       = {Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  title        = {Extracting opinionated (sub)features from a stream of product reviews
                  using accumulated novelty and internal re-organization},
  journal      = {Inf. Sci.},
  volume       = {329},
  pages        = {876--899},
  year         = {2016},
  url          = {https://doi.org/10.1016/j.ins.2015.06.050},
  doi          = {10.1016/J.INS.2015.06.050},
  timestamp    = {Sat, 27 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/isci/ZimmermannNS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eScience/MauderNKMGTH16,
  author       = {Markus Mauder and
                  Eirini Ntoutsi and
                  Peer Kr{\"{o}}ger and
                  Christoph Mayr and
                  Gisela Grupe and
                  Anita Toncala and
                  Stefan Holzl},
  title        = {Applying data mining methods for the analysis of stable isotope data
                  in bioarchaeology},
  booktitle    = {12th {IEEE} International Conference on e-Science, e-Science 2016,
                  Baltimore, MD, USA, October 23-27, 2016},
  pages        = {233--242},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/eScience.2016.7870904},
  doi          = {10.1109/ESCIENCE.2016.7870904},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/eScience/MauderNKMGTH16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/StefanidisN16,
  author       = {Kostas Stefanidis and
                  Eirini Ntoutsi},
  editor       = {Evaggelia Pitoura and
                  Sofian Maabout and
                  Georgia Koutrika and
                  Am{\'{e}}lie Marian and
                  Letizia Tanca and
                  Ioana Manolescu and
                  Kostas Stefanidis},
  title        = {Cluster-based Contextual Recommendations},
  booktitle    = {Proceedings of the 19th International Conference on Extending Database
                  Technology, {EDBT} 2016, Bordeaux, France, March 15-16, 2016, Bordeaux,
                  France, March 15-16, 2016},
  pages        = {712--713},
  publisher    = {OpenProceedings.org},
  year         = {2016},
  url          = {https://doi.org/10.5441/002/edbt.2016.100},
  doi          = {10.5441/002/EDBT.2016.100},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/edbt/StefanidisN16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/BackhoffN16,
  author       = {Omar Backhoff and
                  Eirini Ntoutsi},
  editor       = {Carlotta Domeniconi and
                  Francesco Gullo and
                  Francesco Bonchi and
                  Josep Domingo{-}Ferrer and
                  Ricardo Baeza{-}Yates and
                  Zhi{-}Hua Zhou and
                  Xindong Wu},
  title        = {Scalable Online-Offline Stream Clustering in Apache Spark},
  booktitle    = {{IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops
                  2016, December 12-15, 2016, Barcelona, Spain},
  pages        = {37--44},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICDMW.2016.0014},
  doi          = {10.1109/ICDMW.2016.0014},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/BackhoffN16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MauderBN16,
  author       = {Markus Mauder and
                  Yulia Bobkova and
                  Eirini Ntoutsi},
  editor       = {Bettina Berendt and
                  Bj{\"{o}}rn Bringmann and
                  {\'{E}}lisa Fromont and
                  Gemma C. Garriga and
                  Pauli Miettinen and
                  Nikolaj Tatti and
                  Volker Tresp},
  title        = {GMMbuilder - User-Driven Discovery of Clustering Structure for Bioarchaeology},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2016, Riva del Garda, Italy, September 19-23, 2016,
                  Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9853},
  pages        = {8--11},
  publisher    = {Springer},
  year         = {2016},
  url          = {https://doi.org/10.1007/978-3-319-46131-1\_2},
  doi          = {10.1007/978-3-319-46131-1\_2},
  timestamp    = {Mon, 16 Sep 2019 15:27:13 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/MauderBN16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/websci/NtoutsiS16,
  author       = {Eirini Ntoutsi and
                  Kostas Stefanidis},
  title        = {Recommendations beyond the ratings matrix},
  booktitle    = {Proceedings of the Workshop on Data-Driven Innovation on the Web,
                  DDI@WebSci 2016, Hannover, Germany, May 22-25, 2016},
  pages        = {2:1--2:5},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2911187.2914580},
  doi          = {10.1145/2911187.2914580},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/websci/NtoutsiS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/ZimmermannNS15,
  author       = {Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  title        = {Discovering and monitoring product features and the opinions on them
                  with {OPINSTREAM}},
  journal      = {Neurocomputing},
  volume       = {150},
  pages        = {318--330},
  year         = {2015},
  url          = {https://doi.org/10.1016/j.neucom.2014.04.079},
  doi          = {10.1016/J.NEUCOM.2014.04.079},
  timestamp    = {Sat, 20 May 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijon/ZimmermannNS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/EfthymiouSN15,
  author       = {Vasilis Efthymiou and
                  Kostas Stefanidis and
                  Eirini Ntoutsi},
  title        = {Top-k computations in MapReduce: {A} case study on recommendations},
  booktitle    = {2015 {IEEE} International Conference on Big Data {(IEEE} BigData 2015),
                  Santa Clara, CA, USA, October 29 - November 1, 2015},
  pages        = {2820--2822},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/BigData.2015.7364088},
  doi          = {10.1109/BIGDATA.2015.7364088},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/bigdataconf/EfthymiouSN15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/WagnerZNS15,
  author       = {Sebastian Wagner and
                  Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Annalisa Appice and
                  Pedro Pereira Rodrigues and
                  V{\'{\i}}tor Santos Costa and
                  Carlos Soares and
                  Jo{\~{a}}o Gama and
                  Al{\'{\i}}pio Jorge},
  title        = {Ageing-Based Multinomial Naive Bayes Classifiers Over Opinionated
                  Data Streams},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2015, Porto, Portugal, September 7-11, 2015, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {9284},
  pages        = {401--416},
  publisher    = {Springer},
  year         = {2015},
  url          = {https://doi.org/10.1007/978-3-319-23528-8\_25},
  doi          = {10.1007/978-3-319-23528-8\_25},
  timestamp    = {Mon, 30 Nov 2020 08:47:26 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/WagnerZNS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/StockerlRSNK15,
  author       = {Michael Stockerl and
                  Christoph Ringlstetter and
                  Matthias Schubert and
                  Eirini Ntoutsi and
                  Hans{-}Peter Kriegel},
  editor       = {Amarnath Gupta and
                  Susan L. Rathbun},
  title        = {Online template matching over a stream of digitized documents},
  booktitle    = {Proceedings of the 27th International Conference on Scientific and
                  Statistical Database Management, {SSDBM} '15, La Jolla, CA, USA, June
                  29 - July 1, 2015},
  pages        = {9:1--9:12},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2791347.2791354},
  doi          = {10.1145/2791347.2791354},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ssdbm/StockerlRSNK15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/MauderNKG15,
  author       = {Markus Mauder and
                  Eirini Ntoutsi and
                  Peer Kr{\"{o}}ger and
                  Gisela Grupe},
  editor       = {Amarnath Gupta and
                  Susan L. Rathbun},
  title        = {Data mining for isotopic mapping of bioarchaeological finds in a central
                  european alpine passage},
  booktitle    = {Proceedings of the 27th International Conference on Scientific and
                  Statistical Database Management, {SSDBM} '15, La Jolla, CA, USA, June
                  29 - July 1, 2015},
  pages        = {34:1--34:6},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2791347.2791357},
  doi          = {10.1145/2791347.2791357},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ssdbm/MauderNKG15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZimmermannNS15,
  author       = {Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  title        = {Incremental Active Opinion Learning Over a Stream of Opinionated Documents},
  journal      = {CoRR},
  volume       = {abs/1509.01288},
  year         = {2015},
  url          = {http://arxiv.org/abs/1509.01288},
  eprinttype    = {arXiv},
  eprint       = {1509.01288},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ZimmermannNS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/NtoutsiSRK14,
  author       = {Eirini Ntoutsi and
                  Kostas Stefanidis and
                  Katharina Rausch and
                  Hans{-}Peter Kriegel},
  editor       = {Jianzhong Li and
                  Xiaoyang Sean Wang and
                  Minos N. Garofalakis and
                  Ian Soboroff and
                  Torsten Suel and
                  Min Wang},
  title        = {"Strength Lies in Differences": Diversifying Friends for
                  Recommendations through Subspace Clustering},
  booktitle    = {Proceedings of the 23rd {ACM} International Conference on Conference
                  on Information and Knowledge Management, {CIKM} 2014, Shanghai, China,
                  November 3-7, 2014},
  pages        = {729--738},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2661829.2662026},
  doi          = {10.1145/2661829.2662026},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/NtoutsiSRK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ZimmermannNS14,
  author       = {Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Zhi{-}Hua Zhou and
                  Wei Wang and
                  Ravi Kumar and
                  Hannu Toivonen and
                  Jian Pei and
                  Joshua Zhexue Huang and
                  Xindong Wu},
  title        = {A Semi-Supervised Self-Adaptive Classifier over Opinionated Streams},
  booktitle    = {2014 {IEEE} International Conference on Data Mining Workshops, {ICDM}
                  Workshops 2014, Shenzhen, China, December 14, 2014},
  pages        = {425--432},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/ICDMW.2014.106},
  doi          = {10.1109/ICDMW.2014.106},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ZimmermannNS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sac/ZimmermannNS14,
  author       = {Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Yookun Cho and
                  Sung Y. Shin and
                  Sang{-}Wook Kim and
                  Chih{-}Cheng Hung and
                  Jiman Hong},
  title        = {Adaptive semi supervised opinion classifier with forgetting mechanism},
  booktitle    = {Symposium on Applied Computing, {SAC} 2014, Gyeongju, Republic of
                  Korea - March 24 - 28, 2014},
  pages        = {805--812},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2554850.2555039},
  doi          = {10.1145/2554850.2555039},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sac/ZimmermannNS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/RauschNSK14,
  author       = {Katharina Rausch and
                  Eirini Ntoutsi and
                  Kostas Stefanidis and
                  Hans{-}Peter Kriegel},
  editor       = {Christian S. Jensen and
                  Hua Lu and
                  Torben Bach Pedersen and
                  Christian Thomsen and
                  Kristian Torp},
  title        = {Exploring subspace clustering for recommendations},
  booktitle    = {Conference on Scientific and Statistical Database Management, {SSDBM}
                  '14, Aalborg, Denmark, June 30 - July 02, 2014},
  pages        = {42:1--42:4},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2618243.2618283},
  doi          = {10.1145/2618243.2618283},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/RauschNSK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigkdd/KriegelN13,
  author       = {Hans{-}Peter Kriegel and
                  Eirini Ntoutsi},
  title        = {Clustering high dimensional data: examining differences and commonalities
                  between subspace clustering and text clustering - a position paper},
  journal      = {{SIGKDD} Explor.},
  volume       = {15},
  number       = {2},
  pages        = {1--8},
  year         = {2013},
  url          = {https://doi.org/10.1145/2641190.2641192},
  doi          = {10.1145/2641190.2641192},
  timestamp    = {Tue, 29 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sigkdd/KriegelN13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tlsdkcs/StefanidisNPNK13,
  author       = {Kostas Stefanidis and
                  Eirini Ntoutsi and
                  Mihalis Petropoulos and
                  Kjetil N{\o}rv{\aa}g and
                  Hans{-}Peter Kriegel},
  title        = {A Framework for Modeling, Computing and Presenting Time-Aware Recommendations},
  journal      = {Trans. Large Scale Data Knowl. Centered Syst.},
  volume       = {10},
  pages        = {146--172},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-41221-9\_6},
  doi          = {10.1007/978-3-642-41221-9\_6},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tlsdkcs/StefanidisNPNK13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/ZimmermannNS13,
  author       = {Max Zimmermann and
                  Eirini Ntoutsi and
                  Myra Spiliopoulou},
  editor       = {Johannes F{\"{u}}rnkranz and
                  Eyke H{\"{u}}llermeier and
                  Tomoyuki Higuchi},
  title        = {Extracting Opinionated (Sub)Features from a Stream of Product Reviews},
  booktitle    = {Discovery Science - 16th International Conference, {DS} 2013, Singapore,
                  October 6-9, 2013. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {8140},
  pages        = {340--355},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-40897-7\_23},
  doi          = {10.1007/978-3-642-40897-7\_23},
  timestamp    = {Tue, 14 May 2019 10:00:46 +0200},
  biburl       = {https://dblp.org/rec/conf/dis/ZimmermannNS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/SpiliopoulouNTS13,
  author       = {Myra Spiliopoulou and
                  Eirini Ntoutsi and
                  Yannis Theodoridis and
                  Ren{\'{e}} Schult},
  editor       = {Hendrik Blockeel and
                  Kristian Kersting and
                  Siegfried Nijssen and
                  Filip Zelezn{\'{y}}},
  title        = {{MONIC} and Followups on Modeling and Monitoring Cluster Transitions},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2013, Prague, Czech Republic, September 23-27, 2013,
                  Proceedings, Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8190},
  pages        = {622--626},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-40994-3\_41},
  doi          = {10.1007/978-3-642-40994-3\_41},
  timestamp    = {Tue, 21 Mar 2023 21:00:11 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/SpiliopoulouNTS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jdwm/NtoutsiST12,
  author       = {Eirini Ntoutsi and
                  Myra Spiliopoulou and
                  Yannis Theodoridis},
  title        = {{FINGERPRINT:} Summarizing Cluster Evolution in Dynamic Environments},
  journal      = {Int. J. Data Warehous. Min.},
  volume       = {8},
  number       = {3},
  pages        = {27--44},
  year         = {2012},
  url          = {https://doi.org/10.4018/jdwm.2012070102},
  doi          = {10.4018/JDWM.2012070102},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jdwm/NtoutsiST12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/LauschkeN12,
  author       = {Claudia Lauschke and
                  Eirini Ntoutsi},
  title        = {Monitoring User Evolution in Twitter},
  booktitle    = {International Conference on Advances in Social Networks Analysis and
                  Mining, {ASONAM} 2012, Istanbul, Turkey, 26-29 August 2012},
  pages        = {972--977},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ASONAM.2012.171},
  doi          = {10.1109/ASONAM.2012.171},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/asunam/LauschkeN12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dasfaa/NtoutsiSNK12,
  author       = {Irene Ntoutsi and
                  Kostas Stefanidis and
                  Kjetil N{\o}rv{\aa}g and
                  Hans{-}Peter Kriegel},
  editor       = {Sang{-}goo Lee and
                  Zhiyong Peng and
                  Xiaofang Zhou and
                  Yang{-}Sae Moon and
                  Rainer Unland and
                  Jaesoo Yoo},
  title        = {gRecs: {A} Group Recommendation System Based on User Clustering},
  booktitle    = {Database Systems for Advanced Applications - 17th International Conference,
                  {DASFAA} 2012, Busan, South Korea, April 15-19, 2012, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7239},
  pages        = {299--303},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-29035-0\_25},
  doi          = {10.1007/978-3-642-29035-0\_25},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dasfaa/NtoutsiSNK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dexa/StefanidisNNK12,
  author       = {Kostas Stefanidis and
                  Irene Ntoutsi and
                  Kjetil N{\o}rv{\aa}g and
                  Hans{-}Peter Kriegel},
  editor       = {Stephen W. Liddle and
                  Klaus{-}Dieter Schewe and
                  A Min Tjoa and
                  Xiaofang Zhou},
  title        = {A Framework for Time-Aware Recommendations},
  booktitle    = {Database and Expert Systems Applications - 23rd International Conference,
                  {DEXA} 2012, Vienna, Austria, September 3-6, 2012. Proceedings, Part
                  {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7447},
  pages        = {329--344},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-32597-7\_29},
  doi          = {10.1007/978-3-642-32597-7\_29},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dexa/StefanidisNNK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/er/NtoutsiSNK12,
  author       = {Eirini Ntoutsi and
                  Kostas Stefanidis and
                  Kjetil N{\o}rv{\aa}g and
                  Hans{-}Peter Kriegel},
  editor       = {Paolo Atzeni and
                  David W. Cheung and
                  Sudha Ram},
  title        = {Fast Group Recommendations by Applying User Clustering},
  booktitle    = {Conceptual Modeling - 31st International Conference {ER} 2012, Florence,
                  Italy, October 15-18, 2012. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7532},
  pages        = {126--140},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-34002-4\_10},
  doi          = {10.1007/978-3-642-34002-4\_10},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/er/NtoutsiSNK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sac/ZimmermannNSSK12,
  author       = {Max Zimmermann and
                  Irene Ntoutsi and
                  Zaigham Faraz Siddiqui and
                  Myra Spiliopoulou and
                  Hans{-}Peter Kriegel},
  editor       = {Sascha Ossowski and
                  Paola Lecca},
  title        = {Discovering global and local bursts in a stream of news},
  booktitle    = {Proceedings of the {ACM} Symposium on Applied Computing, {SAC} 2012,
                  Riva, Trento, Italy, March 26-30, 2012},
  pages        = {807--812},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2245276.2245433},
  doi          = {10.1145/2245276.2245433},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sac/ZimmermannNSSK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/NtoutsiZPKK12,
  author       = {Irene Ntoutsi and
                  Arthur Zimek and
                  Themis Palpanas and
                  Peer Kr{\"{o}}ger and
                  Hans{-}Peter Kriegel},
  title        = {Density-based Projected Clustering over High Dimensional Data Streams},
  booktitle    = {Proceedings of the Twelfth {SIAM} International Conference on Data
                  Mining, Anaheim, California, USA, April 26-28, 2012},
  pages        = {987--998},
  publisher    = {{SIAM} / Omnipress},
  year         = {2012},
  url          = {https://doi.org/10.1137/1.9781611972825.85},
  doi          = {10.1137/1.9781611972825.85},
  timestamp    = {Sat, 24 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sdm/NtoutsiZPKK12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccsa/NtoutsiST11,
  author       = {Irene Ntoutsi and
                  Myra Spiliopoulou and
                  Yannis Theodoridis},
  editor       = {Beniamino Murgante and
                  Osvaldo Gervasi and
                  Andr{\'{e}}s Iglesias and
                  David Taniar and
                  Bernady O. Apduhan},
  title        = {Summarizing Cluster Evolution in Dynamic Environments},
  booktitle    = {Computational Science and Its Applications - {ICCSA} 2011 - International
                  Conference, Santander, Spain, June 20-23, 2011. Proceedings, Part
                  {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6783},
  pages        = {562--577},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-21887-3\_43},
  doi          = {10.1007/978-3-642-21887-3\_43},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iccsa/NtoutsiST11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MitsouNWTK11,
  author       = {Nikos Mitsou and
                  Irene Ntoutsi and
                  Dirk Wollherr and
                  Costas S. Tzafestas and
                  Hans{-}Peter Kriegel},
  editor       = {Myra Spiliopoulou and
                  Haixun Wang and
                  Diane J. Cook and
                  Jian Pei and
                  Wei Wang and
                  Osmar R. Za{\"{\i}}ane and
                  Xindong Wu},
  title        = {Revealing Cluster Formation over Huge Volatile Robotic Data},
  booktitle    = {Data Mining Workshops (ICDMW), 2011 {IEEE} 11th International Conference
                  on, Vancouver, BC, Canada, December 11, 2011},
  pages        = {450--457},
  publisher    = {{IEEE} Computer Society},
  year         = {2011},
  url          = {https://doi.org/10.1109/ICDMW.2011.147},
  doi          = {10.1109/ICDMW.2011.147},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/MitsouNWTK11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/KriegelKNZ11,
  author       = {Hans{-}Peter Kriegel and
                  Peer Kr{\"{o}}ger and
                  Irene Ntoutsi and
                  Arthur Zimek},
  editor       = {Judith Bayard Cushing and
                  James C. French and
                  Shawn Bowers},
  title        = {Density Based Subspace Clustering over Dynamic Data},
  booktitle    = {Scientific and Statistical Database Management - 23rd International
                  Conference, {SSDBM} 2011, Portland, OR, USA, July 20-22, 2011. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {6809},
  pages        = {387--404},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-22351-8\_24},
  doi          = {10.1007/978-3-642-22351-8\_24},
  timestamp    = {Tue, 14 May 2019 10:00:48 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/KriegelKNZ11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KriegelKNZ10,
  author       = {Hans{-}Peter Kriegel and
                  Peer Kr{\"{o}}ger and
                  Irene Ntoutsi and
                  Arthur Zimek},
  editor       = {Margaret H. Dunham and
                  Michael Hahsler and
                  Myra Spiliopoulou},
  title        = {Towards subspace clustering on dynamic data: an incremental version
                  of PreDeCon},
  booktitle    = {Proceedings of the First International Workshop on Novel Data Stream
                  Pattern Mining Techniques, StreamKDD '10, Washington, D.C., USA, July
                  25, 2010},
  pages        = {31--38},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1833280.1833285},
  doi          = {10.1145/1833280.1833285},
  timestamp    = {Sun, 12 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/KriegelKNZ10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/control/NtoutsiST09,
  author       = {Irene Ntoutsi and
                  Myra Spiliopoulou and
                  Yannis Theodoridis},
  title        = {Tracing cluster transitions for different cluster types},
  journal      = {Control. Cybern.},
  volume       = {38},
  number       = {1},
  pages        = {239--259},
  year         = {2009},
  url          = {http://control.ibspan.waw.pl:3000/contents/export?filename=2009-1-12\_ntoutsi\_et\_al.pdf},
  timestamp    = {Wed, 25 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/control/NtoutsiST09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dke/BartoliniCNPT09,
  author       = {Ilaria Bartolini and
                  Paolo Ciaccia and
                  Irene Ntoutsi and
                  Marco Patella and
                  Yannis Theodoridis},
  title        = {The Panda framework for Comparing Patterns},
  journal      = {Data Knowl. Eng.},
  volume       = {68},
  number       = {2},
  pages        = {244--260},
  year         = {2009},
  url          = {https://doi.org/10.1016/j.datak.2008.10.004},
  doi          = {10.1016/J.DATAK.2008.10.004},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/dke/BartoliniCNPT09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/gr/Ntoutsi08,
  author       = {Eirini Ntoutsi},
  title        = {{\(\Zeta\)}{\(\eta\)}{\(\tau\)}{\(\acute{\eta}\)}{\(\mu\)}{\(\alpha\)}{\(\tau\)}{\(\alpha\)}
                  {\(o\)}{\(\mu\)}{\(o\)}{\(\iota\)}{\'{o}}{\(\tau\)}{\(\eta\)}{\(\tau\)}{\(\alpha\)}{\(\varsigma\)}
                  {\(\sigma\)}{\(\tau\)}{\(\eta\)}{\(\nu\)} {\(\epsilon\)}{\(\xi\)}{\'{o}}{\(\rho\)}{\(\upsilon\)}{\(\xi\)}{\(\eta\)}
                  {\(\gamma\)}{\(\nu\)}{\(\acute{\omega}\)}{\(\sigma\)}{\(\eta\)}{\(\varsigma\)}:
                  {\(M\)}{\(\epsilon\)}{\texttheta}{\(o\)}{\(\delta\)}{\(o\)}{\(\lambda\)}{\(o\)}{\(\gamma\)}{\(\acute{\iota}\)}{\(\epsilon\)}{\(\varsigma\)}
                  {\(\kappa\)}{\(\alpha\)}{\(\iota\)} {\(\tau\)}{\(\epsilon\)}{\(\chi\)}{\(\nu\)}{\(\iota\)}{\(\kappa\)}{\(\acute{\epsilon}\)}{\(\varsigma\)}},
  school       = {University of Piraeus, Greece},
  year         = {2008},
  url          = {http://hdl.handle.net/10442/hedi/25919},
  timestamp    = {Wed, 17 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/phd/gr/Ntoutsi08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijbidm/NtoutsiMM08,
  author       = {Irene Ntoutsi and
                  Nikos Mitsou and
                  Gerasimos Marketos},
  title        = {Traffic mining in a road-network: How does the traffic flow?},
  journal      = {Int. J. Bus. Intell. Data Min.},
  volume       = {3},
  number       = {1},
  pages        = {82--98},
  year         = {2008},
  url          = {https://doi.org/10.1504/IJBIDM.2008.017977},
  doi          = {10.1504/IJBIDM.2008.017977},
  timestamp    = {Thu, 30 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ijbidm/NtoutsiMM08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/KotsifakosNVT08,
  author       = {Evangelos E. Kotsifakos and
                  Irene Ntoutsi and
                  Yannis Vrahoritis and
                  Yannis Theodoridis},
  editor       = {Ying Li and
                  Bing Liu and
                  Sunita Sarawagi},
  title        = {Pattern-Miner: integrated management and mining over data mining models},
  booktitle    = {Proceedings of the 14th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Las Vegas, Nevada, USA, August
                  24-27, 2008},
  pages        = {1081--1084},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1401890.1402024},
  doi          = {10.1145/1401890.1402024},
  timestamp    = {Tue, 06 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/KotsifakosNVT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mobide/MarketosFNPRT08,
  author       = {Gerasimos Marketos and
                  Elias Frentzos and
                  Irene Ntoutsi and
                  Nikos Pelekis and
                  Alessandra Raffaet{\`{a}} and
                  Yannis Theodoridis},
  editor       = {Alex Delis and
                  Vladimir Zadorozhny and
                  Yannis Kotidis and
                  Pedro Jos{\'{e}} Marr{\'{o}}n},
  title        = {Building real-world trajectory warehouses},
  booktitle    = {Seventh {ACM} International Workshop on Data Engineering for Wireless
                  and Mobile Access, Mobide 2008, June 13, 2008, Vancouver, British
                  Columbia, Canada, Proceedings},
  pages        = {8--15},
  publisher    = {{ACM}},
  year         = {2008},
  url          = {https://doi.org/10.1145/1626536.1626539},
  doi          = {10.1145/1626536.1626539},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/mobide/MarketosFNPRT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/KotsifakosNVT08,
  author       = {Evangelos E. Kotsifakos and
                  Irene Ntoutsi and
                  Yannis Vrahoritis and
                  Yannis Theodoridis},
  editor       = {Walter Daelemans and
                  Bart Goethals and
                  Katharina Morik},
  title        = {Monitoring Patterns through an Integrated Management and Mining Tool},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases, European Conference,
                  {ECML/PKDD} 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5212},
  pages        = {678--683},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-87481-2\_46},
  doi          = {10.1007/978-3-540-87481-2\_46},
  timestamp    = {Tue, 14 May 2019 10:00:47 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/KotsifakosNVT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/NtoutsiKT08,
  author       = {Irene Ntoutsi and
                  Alexandros Kalousis and
                  Yannis Theodoridis},
  title        = {A general framework for estimating similarity of datasets and decision
                  trees: exploring semantic similarity of decision trees},
  booktitle    = {Proceedings of the {SIAM} International Conference on Data Mining,
                  {SDM} 2008, April 24-26, 2008, Atlanta, Georgia, {USA}},
  pages        = {810--821},
  publisher    = {{SIAM}},
  year         = {2008},
  url          = {https://doi.org/10.1137/1.9781611972788.73},
  doi          = {10.1137/1.9781611972788.73},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/NtoutsiKT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/setn/NtoutsiT08,
  author       = {Irene Ntoutsi and
                  Yannis Theodoridis},
  editor       = {John Darzentas and
                  George A. Vouros and
                  Spyros Vosinakis and
                  Argyris Arnellos},
  title        = {Comparing Datasets Using Frequent Itemsets: Dependency on the Mining
                  Parameters},
  booktitle    = {Artificial Intelligence: Theories, Models and Applications, 5th Hellenic
                  Conference on AI, {SETN} 2008, Syros, Greece, October 2-4, 2008. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {5138},
  pages        = {212--225},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-87881-0\_20},
  doi          = {10.1007/978-3-540-87881-0\_20},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/setn/NtoutsiT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/springer/MacedoVOPFKNST08,
  author       = {Jos{\'{e}} Ant{\^{o}}nio Fernandes de Mac{\^{e}}do and
                  Christelle Vangenot and
                  Walied Othman and
                  Nikos Pelekis and
                  Elias Frentzos and
                  Bart Kuijpers and
                  Irene Ntoutsi and
                  Stefano Spaccapietra and
                  Yannis Theodoridis},
  editor       = {Fosca Giannotti and
                  Dino Pedreschi},
  title        = {Trajectory Data Models},
  booktitle    = {Mobility, Data Mining and Privacy - Geographic Knowledge Discovery},
  pages        = {123--150},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-75177-9\_6},
  doi          = {10.1007/978-3-540-75177-9\_6},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/series/springer/MacedoVOPFKNST08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/springer/FrentzosPNT08,
  author       = {Elias Frentzos and
                  Nikos Pelekis and
                  Irene Ntoutsi and
                  Yannis Theodoridis},
  editor       = {Fosca Giannotti and
                  Dino Pedreschi},
  title        = {Trajectory Database Systems},
  booktitle    = {Mobility, Data Mining and Privacy - Geographic Knowledge Discovery},
  pages        = {151--187},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-75177-9\_7},
  doi          = {10.1007/978-3-540-75177-9\_7},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/series/springer/FrentzosPNT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/springer/PelekisRDVMFNT08,
  author       = {Nikos Pelekis and
                  Alessandra Raffaet{\`{a}} and
                  Maria Luisa Damiani and
                  Christelle Vangenot and
                  Gerasimos Marketos and
                  Elias Frentzos and
                  Irene Ntoutsi and
                  Yannis Theodoridis},
  editor       = {Fosca Giannotti and
                  Dino Pedreschi},
  title        = {Towards Trajectory Data Warehouses},
  booktitle    = {Mobility, Data Mining and Privacy - Geographic Knowledge Discovery},
  pages        = {189--211},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-75177-9\_8},
  doi          = {10.1007/978-3-540-75177-9\_8},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/series/springer/PelekisRDVMFNT08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/PelekisKNMT07,
  author       = {Nikos Pelekis and
                  Ioannis Kopanakis and
                  Irene Ntoutsi and
                  Gerasimos Marketos and
                  Yannis Theodoridis},
  title        = {Mining Trajectory Databases via a Suite of Distance Operators},
  booktitle    = {Proceedings of the 23rd International Conference on Data Engineering
                  Workshops, {ICDE} 2007, 15-20 April 2007, Istanbul, Turkey},
  pages        = {575--584},
  publisher    = {{IEEE} Computer Society},
  year         = {2007},
  url          = {https://doi.org/10.1109/ICDEW.2007.4401043},
  doi          = {10.1109/ICDEW.2007.4401043},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icde/PelekisKNMT07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/time/PelekisKMNAT07,
  author       = {Nikos Pelekis and
                  Ioannis Kopanakis and
                  Gerasimos Marketos and
                  Irene Ntoutsi and
                  Gennady L. Andrienko and
                  Yannis Theodoridis},
  title        = {Similarity Search in Trajectory Databases},
  booktitle    = {14th International Symposium on Temporal Representation and Reasoning
                  {(TIME} 2007), 28-30 June 2007, Alicante, Spain},
  pages        = {129--140},
  publisher    = {{IEEE} Computer Society},
  year         = {2007},
  url          = {https://doi.org/10.1109/TIME.2007.59},
  doi          = {10.1109/TIME.2007.59},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/time/PelekisKMNAT07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/SpiliopoulouNTS06,
  author       = {Myra Spiliopoulou and
                  Irene Ntoutsi and
                  Yannis Theodoridis and
                  Ren{\'{e}} Schult},
  editor       = {Tina Eliassi{-}Rad and
                  Lyle H. Ungar and
                  Mark Craven and
                  Dimitrios Gunopulos},
  title        = {{MONIC:} modeling and monitoring cluster transitions},
  booktitle    = {Proceedings of the Twelfth {ACM} {SIGKDD} International Conference
                  on Knowledge Discovery and Data Mining, Philadelphia, PA, USA, August
                  20-23, 2006},
  pages        = {706--711},
  publisher    = {{ACM}},
  year         = {2006},
  url          = {https://doi.org/10.1145/1150402.1150491},
  doi          = {10.1145/1150402.1150491},
  timestamp    = {Tue, 14 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/SpiliopoulouNTS06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pci/KotsifakosNT05,
  author       = {Evangelos E. Kotsifakos and
                  Irene Ntoutsi and
                  Yannis Theodoridis},
  editor       = {Panayiotis Bozanis and
                  Elias N. Houstis},
  title        = {Database Support for Data Mining Patterns},
  booktitle    = {Advances in Informatics, 10th Panhellenic Conference on Informatics,
                  {PCI} 2005, Volos, Greece, November 11-13, 2005, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3746},
  pages        = {14--24},
  publisher    = {Springer},
  year         = {2005},
  url          = {https://doi.org/10.1007/11573036\_2},
  doi          = {10.1007/11573036\_2},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pci/KotsifakosNT05.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/parma/Ntoutsi04,
  author       = {Irene Ntoutsi},
  editor       = {Yannis Theodoridis and
                  Panos Vassiliadis},
  title        = {The Notion of Similarity in Data and Pattern Spaces},
  booktitle    = {Proceedings of the Intl. Workshop on Pattern Representation and Management,
                  Heraklion, Greece, March 18, 2004, PaRMa 2004 was held in conjunction
                  with the 9th Int. Conference on Extending Database Technology {(EDBT}
                  2004)},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {96},
  publisher    = {CEUR-WS.org},
  year         = {2004},
  url          = {https://ceur-ws.org/Vol-96/04-ntoutsi.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:45 +0100},
  biburl       = {https://dblp.org/rec/conf/parma/Ntoutsi04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/BartoliniCNPT04,
  author       = {Ilaria Bartolini and
                  Paolo Ciaccia and
                  Irene Ntoutsi and
                  Marco Patella and
                  Yannis Theodoridis},
  editor       = {Jean{-}Fran{\c{c}}ois Boulicaut and
                  Floriana Esposito and
                  Fosca Giannotti and
                  Dino Pedreschi},
  title        = {A Unified and Flexible Framework for Comparing Simple and Complex
                  Patterns},
  booktitle    = {Knowledge Discovery in Databases: {PKDD} 2004, 8th European Conference
                  on Principles and Practice of Knowledge Discovery in Databases, Pisa,
                  Italy, September 20-24, 2004, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {3202},
  pages        = {496--499},
  publisher    = {Springer},
  year         = {2004},
  url          = {https://doi.org/10.1007/978-3-540-30116-5\_45},
  doi          = {10.1007/978-3-540-30116-5\_45},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/BartoliniCNPT04.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictai/KallesN02,
  author       = {Dimitrios Kalles and
                  Eirini Ntoutsi},
  title        = {Interactive Verification of Game Design and Playing Strategies},
  booktitle    = {14th {IEEE} International Conference on Tools with Artificial Intelligence
                  {(ICTAI} 2002), 4-6 November 2002, Washington, DC, {USA}},
  pages        = {425--430},
  publisher    = {{IEEE} Computer Society},
  year         = {2002},
  url          = {https://doi.org/10.1109/TAI.2002.1180834},
  doi          = {10.1109/TAI.2002.1180834},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ictai/KallesN02.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ida/KallesPN00,
  author       = {Dimitrios Kalles and
                  Athanassios Papagelis and
                  Eirini Ntoutsi},
  title        = {Induction of decision trees in numeric domains using set-valued attributes},
  journal      = {Intell. Data Anal.},
  volume       = {4},
  number       = {3-4},
  pages        = {323--347},
  year         = {2000},
  url          = {http://content.iospress.com/articles/intelligent-data-analysis/ida00023},
  timestamp    = {Mon, 18 May 2015 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ida/KallesPN00.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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