A. Jeyasothy, Th. Laugel, M.‑J. Lesot, Ch. Marsala, M. Detyniecki : “Integrating Prior Knowledge in Post-hoc Explanations”, Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'2022), vol. 1602, Communications in Computer and Information Science, Milan, Italy, pp. 707–719, (Springer) (2022)
V. Grari, O. Hajouji, S. Lamprier, M. Detyniecki : “Learning Unbiased Representations via Rényi Minimization”, European Conference on Machine Learning and Knowledge Discovery in Databases - ECML PKDD 2021, vol. 12976, Lecture Notes in Computer Science, Bilbao, Spain, pp. 749-764, (Springer International Publishing) (2021)
C. Bove, J. Aigrain, M.‑J. Lesot, Ch. Tijus, M. Detyniecki : “Contextualising local explanations for non-expert users: an XAI pricing interface for insurance”, Joint Proceedings of the ACM IUI 2021 Workshops co-located with 26th ACM Conference on Intelligent User Interfaces (ACM IUI 2021), vol. 2903, CEUR Workshop Proceedings, College Station, United States, (CEUR-WS.org) (2021)
2020
V. Grari, S. Lamprier, M. Detyniecki : “Fairness-Aware Neural Rényi Minimization for Continuous Features”, Twenty-Ninth International Joint Conference on Artificial Intelligence and Seventeenth Pacific Rim International Conference on Artificial Intelligence {IJCAI-PRICAI-20}, Yokohama, Japan, pp. 2262-2268, (International Joint Conferences on Artificial Intelligence Organization) (2020)
V. Ballet, †. Xavier, J. Aigrain, Th. Laugel, P. Frossard, M. Detyniecki : “Imperceptible Adversarial Attacks on Tabular Data”, NeurIPS 2019 Workshop on Robust AI in Financial Services: Data, Fairness, Explainability, Trustworthiness and Privacy (Robust AI in FS 2019), Vancouver, Canada (2019)
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “Unjustified Classification Regions and Counterfactual Explanations In Machine Learning”, Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2019. Lecture Notes in Computer Science, vol 11907, vol. 11907 (II), Lecture Notes in Computer Science, Würzburg, Germany, pp. 37-54 (2019)
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations”, Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, {IJCAI-19}, Macao, Macao, pp. 2801-2807, (International Joint Conferences on Artificial Intelligence Organization) (2019)
X. Renard, Th. Laugel, M.‑J. Lesot, Ch. Marsala, M. Detyniecki : “Detecting Potential Local Adversarial Examples for Human-Interpretable Defense”, Workshop on Recent Advances in Adversarial Learning (Nemesis) of the European Conference on Machine Learning and Principles of Practice of Knowledge Discovery in Databases (ECML-PKDD), Dublin, Ireland (2018)
Th. Laugel, X. Renard, M.‑J. Lesot, Ch. Marsala, M. Detyniecki : “Defining Locality for Surrogates in Post-hoc Interpretablity”, Workshop on Human Interpretability for Machine Learning (WHI) - International Conference on Machine Learning (ICML), Stockholm, Sweden (2018)
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “Comparison-based Inverse Classification for Interpretability in Machine Learning”, 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018), Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations, Cadix, Spain, pp. 100-111, (Springer Verlag) (2018)
J. Aigrain, M. Spodenkiewicz, S. Dubuisson, M. Detyniecki, D. Cohen, M. Chetouani : “Multimodal stress detection from multiple assessments”, IEEE Transactions on Affective Computing, vol. PP (99), pp. 1-1, (Institute of Electrical and Electronics Engineers) (2016)
2015
X. Renard, M. Rifqi, W. Erray, M. Detyniecki : “Random-shapelet: an algorithm for fast shapelet discovery”, 2015 IEEE International Conference on Data Science and Advanced Analytics (IEEE DSAA'2015), Paris, France, pp. 1-10, (IEEE) (2015)
N. Labroche, M. Detyniecki, Th. Bärecke : “Accelerating one-pass clustering by cluster selection racing”, Proceedings of IEEE International Conference on Tools with Artificial Intelligence - ICTAI 2013, Washington DC, United States, pp. 491-498, (IEEE) (2013)
Ph. Vo, M. Detyniecki, B. Bouchon‑Meunier : “Gradual Generalized Modus Ponens”, The IEEE International Conference on Fuzzy Systems - FUZZ-IEEE'2013, Hyderabad, India, pp. 1-7, (IEEE) (2013)
M. Detyniecki, A. García‑Serrano, A. Nürnberger, S. Stober : “Adaptive Multimedia Retrieval: Large-Scale Multimedia Retrieval and Evaluation”, 9th International Workshop on Adaptive Multimedia Retrieval, AMR 2011, vol. 7836, Lecture Notes in Computer Science, Barcelona, Spain, pp. 141, (Springer), (ISBN: 978-3-642-37424-1) (2013)
2012
M. Detyniecki, Ch. Marsala, A. Krishnan, M. Siegel : “Weather-Based Solar Energy Prediction”, Proceedings of the Fuzz-IEEE'2012 Conference, IEEE WCCI'2012 International Congress, Brisbane, Australia, pp. 587-593, (IEEE) (2012)
M. Detyniecki, B. Moubêche, B. Bouchon‑Meunier : “On the paradoxical success of Mamdani’s minimum-based inference”, chapter in Combining Experimentation and Theory: A Hommage to Abe Mamdani, vol. 271, Studies in Fuzziness and Soft Computing, pp. 259-270, (Springer) (2012)
2011
Th. Bärecke, B. Bouchon‑Meunier, M. Detyniecki : “Fuzzy Present Value”, IEEE Symposium on Computational Intelligence for Financial Engineering & Economics (IEEE CIFEr), Paris, France, pp. 75-80, (IEEE) (2011)
M. Detyniecki, Ch. Marsala, M. Rifqi : “Double-linear fuzzy interpolation method”, IEEE International Conference on Fuzzy Systems FUZZIEEE'2011, Taipei, Taiwan, Province of China, pp. 455-462 (2011)
Th. Bärecke, M. Bendris, M. CAMPEDEL, M. Detyniecki, D. Marraud : “Traitement des modalités image et vidéo”, chapitre de Sémantique et multimodalité en analyse de l'information, pp. 97-142, (Hermes) (2011)
2010
Z. Gao, M.‑Y. Chen, M. Detyniecki, W. Wu, A. Hauptmann, H. Wactlar, A. Cai : “Multi-Camera Monitoring of Infusion Pump Use”, Proceedings of the Fourth IEEE International Conference on Semantic Computing - IEEE ICSC 2010, Pittsburgh, PA, United States, pp. 105-111, (IEEE) (2010)
Z. Gao, M. Detyniecki, M.‑Y. Chen, W. Wu, A. Hauptmann, H. Wactlar : “Towards Automated Assistance for Operating Home Medical Devices”, Proceedings of the International Conference of the IEEE Engineering in Medicine and Biology Society (IEEE EMBC'10), Buenos Aires, Argentina, pp. 2141-2146, (IEEE) (2010)
Ch. Marsala, M. Detyniecki : “High Scale Fuzzy Video Mining”, chapter in Scalable Fuzzy Algorithms for Data Management and Analysis: Methods and Design, pp. 365-378, (IGI Global), (ISBN: 9781605668581) (2010)
S. Tollari, Ph. Mulhem, M. Ferecatu, H. Glotin, M. Detyniecki, P. Gallinari, H. Sahbi, Zh. Zhao : “A Comparative Study of Diversity Methods for Hybrid Text and Image Retrieval Approaches”, Evaluating Systems for Multilingual and Multimodal Information Access, vol. 5706, Lecture Notes in Computer Science, Aarhus, Denmark, pp. 585-592, (Springer) (2009)
S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, Ch. Marsala, M.‑R. Amini, P. Gallinari : “Using Visual Concepts and Fast Visual Diversity to Improve Image Retrieval”, 9th Workshop of the Cross-Language Evaluation Forum, CLEF 2008, Revised Selected Papers, vol. 5706, Lecture Notes in Computer Science, Aarhus, Denmark, pp. 577-584, (Springer Berlin / Heidelberg) (2009)
S. Tollari, M. Detyniecki, Ch. Marsala, A. Fakeri‑Tabrizi, M.‑R. Amini, P. Gallinari : “Exploiting Visual Concepts to Improve Text-Based Image Retrieval”, European Conference on Information Retrieval (ECIR), vol. 5478, Lecture Notes in Computer Science, Toulouse, France, pp. 701-705, (Springer) (2009)
Ch. Marsala, M. Detyniecki : “High Scale Video Mining with Forests of Fuzzy Decision Trees”, Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology (CSTST'08), Cergy-Pontoise, France, pp. 413-418, (ACM) (2008)
S. Tollari, M. Detyniecki, M. Ferecatu, H. Glotin, Ph. Mulhem, M.‑R. Amini, A. Fakeri‑Tabrizi, P. Gallinari, H. Sahbi, Zh. Zhao : “Consortium AVEIR at ImageCLEFphoto 2008: on the fusion of runs”, Working Notes for the CLEF 2008 workshop, vol. 1174, CEUR-WS, Aarhus, Denmark, (CEUR) (2008)
B. Ruf, E. Kokiopoulou, M. Detyniecki : “Mobile museum guide based on fast SIFT recognition”, International workshop on Adaptive Multimedia Retrieval, vol. 5811, Lecture Notes in Computer Science, Berlin, Germany, pp. 170-183, (Springer) (2008)
M. Rifqi, M.‑J. Lesot, M. Detyniecki : “Fuzzy order-equivalence for similarity measures”, 27th North American Fuzzy Information Processing Society Annual Meeting, NAFIPS 2008, New York, United States, pp. 1-6, (IEEE) (2008)
Th. Bärecke, E. Kijak, M. Detyniecki, A. Nürnberger : “Organizing Multimedia Information with Maps”, chapter in Recent Advances in Computational Intelligence in Multimedia Processing, vol. 96, Studies in Computational Intelligence, pp. 493-509, (Springer) (2008)
B. Bouchon‑Meunier, M. Detyniecki, M.‑J. Lesot, Ch. Marsala, M. Rifqi : “Real world fuzzy logic applications in data mining and information retrieval”, chapter in Fuzzy Logic - A Spectrum of Theoretical and Practical Issues, vol. 215, Studies in Fuzziness and Soft Computing, pp. 219-247, (Springer), (ISBN: 978-3540712572) (2007)
2006
M. Detyniecki : “Fusion et Fouille de données Multimédia”, habilitation à diriger des recherches, soutenance 15/05/2006, co-encadrement : Gallinari, Patrick (2006)
Th. Bärecke, E. Kijak, A. Nürnberger, M. Detyniecki : “Using Self-Organizing Maps to Support Video Navigation”, Proc. of 16th Intl. Conf. on Artificial Neural Networks (ICANN 2006), vol. 4131, Lecture Notes in Computer Science, Athens, Greece, pp. 396-405, (Springer) (2006)
Th. Bärecke, E. Kijak, A. Nürnberger, M. Detyniecki : “Video Navigation based on Self-Organizing Maps”, Proc. of the International Conference on Image and Video Retrieval (CIVR), vol. 4071, Lecture Notes in Computer Science, Tempa, Arizona, United States, pp. 340-349, (Springer) (2006)
Th. Bärecke, E. Kijak, A. Nürnberger, M. Detyniecki : “VideoSOM: A SOM-based Interface for Video Browsing”, Proc. of the International Conference on Image and Video Retrieval (CIVR), vol. 4071, Lecture Notes in Computer Science, Tempa, Arizona, United States, pp. 506-509, (Springer) (2006)
J.‑F. Omhover, M. Detyniecki : “Image retrieval by composition of regions”, chapter in Modern Information Processing: From Theory to Applications, pp. 429-440, (Elsevier), (ISBN: 978-0444520753) (2006)
M. Detyniecki, A. Nürnberger : “Intelligent Multimedia Retrieval”, International Journal of Intelligent Systems (IJIS), vol. 21, pp. 145 (2006)
M. Detyniecki, J. Jose, A. Nürnberger : “Adaptive Multimedia Mining”, IJCAI 2005 - 19th International Joint Conferences on Artificial Intelligence, Edinburgh, Scotland, United Kingdom (2005)
M. Detyniecki, A. Nürnberger : “Adaptive Multimedia Retrieval: From Data to User Interaction”, chapter in Do smart adaptive systems exist? - Best practice for selection and combination of intelligent methods, vol. 173, Studies in Fuzziness and Soft Computing, pp. 341-370, (Springer), (ISBN: 978-3-540-24077-8) (2005)
2004
J.‑F. Omhover, M. Detyniecki : “Combining Text and Image Retrieval”, EUROFUSE Workshop on Data and Knowledge Engineering, Warsaw, Poland, pp. 388-398 (2004)
J.‑F. Omhover, M. Detyniecki, B. Bouchon‑Meunier : “A Region-Similarity-Based Image Retrieval System”, IPMU 2004 - 10th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, Perugia, Italy, pp. 1461-1468 (2004)
F. Esteva, M. Rifqi, B. Bouchon‑Meunier, M. Detyniecki : “Similarity-based fuzzy interpolation method”, International conference on Information Processing and Management of Uncertainty in knowledge-based systems, IPMU 2004, Perugia, Italy, pp. 1443-1449 (2004)
M. Detyniecki, A. Nürnberger : “Adaptive Multimedia Retrieval”, vol. 3094, Lecture Notes in Computer Science, pp. 229, (Springer) (2004)
2003
Ch. Marsala, M. Detyniecki : “Fuzzy Data Mining for Video”, EUSFLAT'03 - 3rd Conference of the European Society for Fuzzy Logic and Technology, Zittau, Germany, pp. 73-78 (2003)
A. Nürnberger, M. Detyniecki : “Weighted Self-Organizing Maps: Incorporating User Feedback”, ICANN 2003 - International Conference on Artificial Neural Networks, vol. 2714, Lecture Notes in Computer Science, Istanbul, Türkiye, pp. 883-890, (Springer) (2003)
M. Rifqi, M. Detyniecki, B. Bouchon‑Meunier : “Discrimination power of measures of resemblance”, 10th International Fuzzy Systems Association World Congress, IFSA 2003, Istanbul, Türkiye (2003)
2002
M. Detyniecki, Ch. Marsala : “Fuzzy Multimedia Mining Applied to Video News”, 9th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'02), Annecy, France, pp. 1001-1008 (2002)
M. Detyniecki, Ch. Marsala : “Fuzzy Inductive Learning for Multimedia Mining”, EUSFLAT'2001 - 2nd International Conference in Fuzzy Logic and Technology, Leicester, United Kingdom, pp. 390-393 (2001)
M. Detyniecki, Ronald R. Yager : “Ranking fuzzy numbers using alpha-weighted valuations”, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 8 (5), pp. 573-591, (World Scientific Publishing) (2000)
M. Detyniecki, B. Bouchon‑Meunier : “Aggregating truth and falsity values”, FUSION 2000 - 3rd International Conference on Information Fusion, Paris, France, pp. 18-24, (IEEE) (2000)
M. Detyniecki, B. Bouchon‑Meunier : “Building an Aggregation Operator with a Balance”, Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU), Madrid, Spain, pp. 686-692 (2000)
M. Detyniecki, C. Seyrat, Ronald R. Yager : “Interacting with Web Video Objetcts”, 18th International Conference of the North American Fuzzy Information Society, New York, United States, pp. 914-917, (IEEE) (1999)
M. Detyniecki, B. Bouchon‑Meunier, Ronald R. Yager : “Balance Operator: A new vision on Aggregation Operators”, Second International Conference on Soft and Intelligent Computing - EUROFUSE'99, Budapest, Hungary, pp. 241-246 (1999)