Méthodes d'agrégation pour la fouille de données / Mathematical Aggregation Operators and their Application to Video Querying

2 Doutorandos (Direção de pesquisa / Co-supervisão£o)

• GRARI Vincent : Fair machine learning
• LAUGEL Thibault : Interpretability for human-friendly machine learning models

8 Doutores em PhD 2004 - 2017

Publicações 1998-2019

• 2019
  • Th. Laugel, M.‑J. Lesot, Ch. Marsala, M. Detyniecki : “Issues with post-hoc counterfactual explanations: a discussion”, ICML Workshop on Human in the Loop Learning (HILL 2019), Long Beach, USA (2019)
  • Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations”, Twenty-Eighth International Joint Conference on Artificial Intelligence IJCAI-19, Macao, Macau SAR China, pp. 2801-2807, (International Joint Conferences on Artificial Intelligence Organization) (2019)
  • Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “Unjustified Classification Regions and Counterfactual Explanations In Machine Learning”, ECML-PKDD, Würzburg, Germany (2019)
  • M. Sammarco, M. Campista, M. Detyniecki, T. Razafindralambo, M. Dias de Amorim : “Unsupervised Detection of Adversarial Collaboration in Data-Driven Networking”, NoF 2019 – 10^th International Conference on Networks of the Future, Rome, Italy (2019)
• 2018
  • Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “Comparison-based Inverse Classification for Interpretability in Machine Learning”, 17^th 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)
  • 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)
  • 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)
• 2017
  • S. Lefort, M.‑J. Lesot, E. Zibetti, Ch. Tijus, M. Detyniecki : “Interpretation of approximate numerical expressions: Computational model and empirical study”, International Journal of Approximate Reasoning, vol. 82, pp. 193-209, (Elsevier) (2017)
  • S. Lefort, E. Zibetti, M.‑J. Lesot, M. Detyniecki, Ch. Tijus : “Dimensions for automatic interpretation of approximate numerical expressions: An empirical study”, ACM IUI 2017, IUI'17 Proceedings of the 22^nd International Conference on Intelligent User Interfaces, Limassol, Cyprus (2017)
  • P.‑X. Loeffel, A. Biffet, Ch. Marsala, M. Detyniecki : “Droplets Ensemble Learning on Drifting Data Streams”, 16^th International Symposium on Intelligent Data Analysis (IDA'2017), vol. 10584, Lecture Notes in Computer Science, London, United Kingdom, pp. 210-222, (Springer) (2017)
  • S. Lefort, M.‑J. Lesot, E. Zibetti, Ch. Tijus, M. Detyniecki : “How Arithmically Fuzzy Are We? An Empirical Comparison of Human Imprecise Calculation and Fuzzy Arithmetic”, FUZZ-IEEE - IEEE International Conference on Fuzzy Systems, Naples, Italy (2017)
• 2016
  • 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) (2016)
  • X. Renard, M. Rifqi, G. Fricout, M. Detyniecki : “EAST representation: fast discovery of discriminant temporal patterns from time series”, ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data, Riva Del Garda, Italy (2016)
  • S. Lefort, M.‑J. Lesot, E. Zibetti, Ch. Tijus, M. Detyniecki : “How much is ’’ about ’’ ? Fuzzy interpretation of approximate numerical expressions”, 16^th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'16), Eindhoven, Netherlands (2016)
  • P.‑X. Loeffel, V. Lemaire, Ch. Marsala, M. Detyniecki : “Improving the Prediction Cost of Drift Handling Algorithms by Abstaining”, IEEE International Conference on Data Mining (ICDM 2016), Barcelone, Spain (2016)
  • S. Lefort, M.‑J. Lesot, E. Zibetti, Ch. Tijus, M. Detyniecki : “Interprétation floue des expressions numériques approximatives”, 25èmes Rencontres Francophones sur la Logique Floue et ses Applications, La Rochelle, France (2016)
  • P.‑X. Loeffel, Ch. Marsala, M. Detyniecki : “Memory management for data streams subject to concept drift”, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges, Belgium (2016)
  • J. Aigrain, A. Dapogny, K. Bailly, S. Dubuisson, M. Detyniecki, M. Chetouani : “On leveraging crowdsourced data for automatic perceived stress detection”, ICMI 2016 - 18^th ACM International Conference on Multimodal Interaction, Tokyo, Japan, pp. 113-120, (ACM Press) (2016)
  • M. Blot, M.‑J. Lesot, M. Detyniecki : “Transformation-based constraint-guided Generalised Modus Ponens”, IEEE International Conference on Fuzzy Systems (FuzzIEEE'16), Vancouver, Canada (2016)
• 2015
  • P.‑X. Loeffel, Ch. Marsala, M. Detyniecki : “Classification with a reject option under Concept Drift: the Droplets Algorithm”, Proceedings of the IEEE International Conference on Data Science and Advanced Analytics (DSAA'2015), Paris, France (2015)
  • M. Canu, M. Detyniecki, M.‑J. Lesot, A. Revault d'Allonnes : “Fast community structure local uncovering by independent vertex-centred process”, 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Paris, France, pp. 823-830, (ACM) (2015)
  • J. Aigrain, S. Dubuisson, M. Detyniecki, M. Chetouani : “Person-specific behavioural features for automatic stress detection”, IEEE Conference on Automatic Face and Gesture Recognition, Ljubljana, Slovenia (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)
• 2014
  • N. Labroche, M. Detyniecki, Th. Bärecke : “Comparaison de bornes théoriques pour l’accélération du clustering incrémental en une passe”, 14èmes Journées Francophones "Extraction et Gestion des Connaissances" (EGC 2014), vol. RNTI-E-26, Revue des Nouvelles Technologies de l'Information, Rennes, France, pp. 467-478 (2014)
  • M.‑J. Lesot, M. Detyniecki : “Etablissement de relations entre émotions, couleurs subjectives et couleurs objectives à partir d’annotations spontanées”, Workshop Affect, Compagnon Artificiel, Interaction -- WACAI'2014, Rouen, France, pp. 71-76 (2014)
  • M. Detyniecki, M.‑J. Lesot, P. Moncuquet : “Intuitionistic Fuzzy Tautology Definitions for the Validity of Intuitionistic Fuzzy Implications: An Experimental Study”, Intelligent Systems'2014, vol. 322, Advances in Intelligent Systems and Computing, P. Angelov, K. T. Atanassov, L. Doukovska, M. Hadjiski, V. Jotsov, J. Kacprzyk, N. Kasabov, S. Sotirov, E. Szmidt (Eds.), Warsaw, Poland, pp. 171-182, (Springer), (ISBN: 978-3-319-11312-8) (2014)
  • M. Canu, M. Detyniecki, M.‑J. Lesot : “Utilisation de la structure communautaire pour guider une marche aléatoire”, 5ème Conférence sur les Modèles et l’Analyse des Réseaux : Approches Mathématiques et Informatique (MARAMI'14), Paris, France, pp. p5 (2014)
• 2013
  • 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, USA, pp. 491-498, (IEEE) (2013)
  • Ch. Kuoman Mamani, S. Tollari, M. Detyniecki : “Diversité hiérarchique et utilisation d’arbres de concepts pour la recherche d’images”, Conference en Recherche d'Information et Applications (CORIA 2013), Neuchâtel, Switzerland (2013)
  • Ph. Vo, M. Detyniecki, B. Bouchon‑Meunier : “Gradual Generalized Modus Ponens”, Proceedings of the IEEE International Conference on Fuzzy Systems - FUZZ-IEEE'2013, Hyderabad, India, pp. 1-7, (IEEE), (ISBN: 978-1-4799-0020-6) (2013)
  • M. Detyniecki, B. Bouchon‑Meunier, B. Moubêche : “Modus Ponens Généralisé avec contrôle d’applicabilité de la règle”, Actes des Rencontres Francophones sur la Logique Floue et ses Applications - LFA'2013, Reims, France (2013)
  • Ph. Vo, M. Detyniecki : “Towards Smooth Monotonicity in Fuzzy Inference System based on Gradual Generalized Modus Ponens”, Proceedings of the 8^th conference of the European Society for Fuzzy Logic and Technology - EUSFLAT'13, J. Montero, G. Pasi, D. Ciucci (Eds.), Milano, Italy, pp. 788-795, (Atlantis Press), (ISBN: 978-90786-77-78-9) (2013)
  • Ch. Kuoman Mamani, S. Tollari, M. Detyniecki : “UPMC at MediaEval 2013: Relevance by Text and Diversity by Visual Clustering”, MediaEval 2013 - Multimedia Benchmark Workshop, vol. 1043, CEUR Workshop Proceedings, Barcelona, Spain, (CEUR-WS.org) (2013)
  • Ch. Kuoman Mamani, S. Tollari, M. Detyniecki : “Using tree of concepts and hierarchical reordering for diversity in image retrieval”, CBMI 2013 - 11^th International Workshop on Content-Based Multimedia Indexing, Veszprém, Hungary, pp. 251-256, (IEEE), (ISBN: 978-1-4799-0955-1) (2013)
  • “Adaptive Multimedia Retrieval: Large-Scale Multimedia Retrieval and Evaluation”, vol. 7836, Lecture Notes in Computer Science, M. Detyniecki, A. García-Serrano, A. Nürnberger, S. Stober (Eds.), 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)
  • “Adaptive Multimedia Retrieval. Context, Exploration, and Fusion 8^th International Workshop, AMR 2010, Linz, Austria, August 17-18, 2010, Revised Selected Papers”, vol. 6817, Lecture Notes in Computer Science, M. Detyniecki, P. Knees, A. Nürnberger, M. Schedl, S. Stober (Eds.), pp. 221, (Springer), (ISBN: 978-3-642-27169-4) (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, E. Trillas, Piero P. Bonissone, L. Magdalena, J. Kacprzyk (Eds.), pp. 259-270, (Springer) (2012)
• 2011
  • Th. Bärecke, Ch. Mansilla, S. Avril, B. Bouchon‑Meunier, M. Detyniecki, F. Werkoff : “Fuzzy sets for assessing the profitability of hydrogen production by the sulphur-iodine thermochemical cycle”, International journal of energy, environment, economics, vol. 19 (1-2), pp. 119-132, (ISBN: 1054-853X) (2011)
  • M. Detyniecki, Ch. Marsala, M. Rifqi : “Double-linear fuzzy interpolation method”, IEEE International Conference on Fuzzy Systems, FUZZIEEE'2011, Taipei, Taiwan, pp. 455-462, (IEEE) (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)
  • 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, M. Campedel, P. Hoogstoel (Eds.), pp. 97-142, (Hermes) (2011)
  • “Adaptive Multimedia Retrieval. Understanding Media and Adapting to the User”, vol. 6535, Lecture Notes in Computer Science, M. Detyniecki, A. García-Serrano, A. Nürnberger (Eds.), pp. 159, (Springer), (ISBN: 978-3-642-18448-2) (2011)
• 2010
  • S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, Ch. Marsala, M.‑R. Amini, P. Gallinari : “Exploitation du contenu visuel pour améliorer la recherche textuelle d’images en ligne”, Revue des Sciences et Technologies de l'Information - Série Document Numérique, vol. 13 (1), pp. 187-209, (ISBN: 1279-5127) (2010)
  • Z. Gao, M. Detyniecki, M.‑Y. Chen, A. Hauptmann, H. Wactlar, A. Cai : “The Application of Spatio-temporal Feature and Multi-Sensor in Home Medical Devices”, International Journal of Digital Content Technology and its Applications, vol. 4 (7), pp. 69-78, (ISBN: 1975-9339) (2010)
  • H. Feng, M.‑J. Lesot, M. Detyniecki : “Associating color with emotions based on social tagging”, Proceedings of the International Conference on Kansei Engineering and Emotion Research (KEER'2010), Paris, France (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, USA, pp. 105-111, (IEEE) (2010)
  • M.‑J. Lesot, C. Bouchard, M. Detyniecki, J.‑F. Omhover : “Product shape and emotional design: an application to perfume bottles”, Proceedings of the International Conference on Kansei Engineering and Emotion Research (KEER'2010), Paris, France (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)
  • Z. Gao, M. Detyniecki, M.‑Y. Chen, W. Wu, A. Hauptmann, H. Wactlar : “Towards Automated Assistance for Operating Home Medical Devices”, International Symposium on Quality of Life Technology (QoLT'10), Las Vegas, AZ, USA (2010)
  • H. Feng, M.‑J. Lesot, M. Detyniecki : “Using association rules to discover color-emotion relationships based on social tagging”, Proc. of the 14^th Int. Conf. on Knowledge-Based and Intelligent Information & Engineering Systems, KES 2010, vol. 6276, LNAI, Cardiff, United Kingdom, pp. 544-553, (Springer) (2010)
  • Ch. Marsala, M. Detyniecki : “High Scale Fuzzy Video Mining”, chapter in Scalable Fuzzy Algorithms for Data Management and Analysis: Methods and Design, A. Laurent, M.-J. Lesot (Eds.), pp. 365-378, (IGI Global), (ISBN: 9781605668581) (2010)
  • “Adaptive Multimedia Retrieval: Identifying, Summarizing, and Recommending Image and Music”, vol. 5811, Lecture Notes in Computer Science, M. Detyniecki, U. Leiner, A. Nürnberger (Eds.), pp. 185, (Springer), (ISBN: 978-3-642-14757-9) (2010)
• 2009
  • M.‑J. Lesot, M. Rifqi, M. Detyniecki : “Comparaison de distances et noyaux classiques par degré d’équivalence des ordres induits”, Journées Francophones Extraction et Gestion des Connaissances, EGC'09, vol. RNTI-E-15, Revue des Nouvelles Technologies de l'Information, Strasbourg, France, pp. 55-60 (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)
  • B. Ruf, M. Detyniecki : “Identifying Paintings in Museum Galleries using Camera Mobile Phones”, Singaporean French IPAL Symposium - SinFra'09, W. Leow, F. Ding, H. Li, D. Racoceanu (Eds.), Singapore, Singapore, (World Scientific), (ISBN: 978-981-4277-55-6) (2009)
  • S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, Ch. Marsala, M.‑R. Amini, P. Gallinari : “Utilisation de concepts visuels et de la diversité visuelle pour améliorer la recherche d’images”, Actes de Conférence en Recherche d'Informations et Applications (CORIA'09), Toulon, France, pp. 83-98 (2009)
• 2008
  • M. Detyniecki, Ch. Marsala : “Automatic Video Annotation with Forests of Fuzzy Decision Trees”, Mathware & soft computing, vol. 15 (1), pp. 61-74, (ISBN: 1134-5632) (2008)
  • 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”, 9^th Workshop of the Cross-Language Evaluation Forum, CLEF 2008, vol. 5706, Lecture Notes in Computer Science, C. Peters, D. Giampiccolo, N. Ferro, V. Petras, J. Gonzalo, A. Penas, Th. Deselaers, Th. Mandl, Gareth J. F. Jones, M. Kurimo (Eds.), Aarhus, Denmark, pp. 585-592, (Springer Berlin / Heidelberg), (ISBN: 978-3-642-04446-5) (2008)
  • M. Detyniecki, Ch. Marsala : “Adaptive Acceleration and Shot Stacking for Video Rushes Summarization”, Proceedings of the 2^nd ACM TRECVid Video Summarization Workshop (TVS '08), Vancouver, Canada, pp. 109-113, (ACM), (ISBN: 978-1-60558-309-9) (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)
  • M. Rifqi, M.‑J. Lesot, M. Detyniecki : “Fuzzy order-equivalence for similarity measures”, 27^th North American Fuzzy Information Processing Society Annual Meeting (NAFIPS 2008), New York, USA, pp. 1-6, (IEEE) (2008)
  • Ch. Marsala, M. Detyniecki : “High Scale Video Mining with Forests of Fuzzy Decision Trees”, Proceedings of the 5^th international conference on Soft computing as transdisciplinary science and technology (CSTST'08), Cergy-Pontoise, France, pp. 413-418, (ACM) (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)
  • Ch. Marsala, M. Detyniecki : “UPMC-LIP6 at TrecVid’08: Balanced and Unbalanced Forests of Fuzzy Decision Trees for High-Level Feature Detection”, TRECVID 2008 workshop participants notebook papers, P. Over, G. Awad, R. Travis Rose, Jonathan G. Fiscus, W. Kraaij, Alan F. Smeaton (Eds.), Gaithersburg, MD, USA, (NIST) (2008)
  • S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, M.‑R. Amini, P. Gallinari : “UPMC/LIP6 at ImageCLEFphoto 2008: on the exploitation of visual concepts (VCDT)”, QUAERO/ImageCLEF Workshop on Multimedia Information Retrieval Evaluation, Aarhus, Denmark, pp. 1-10 (2008)
  • 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”, 9^th Workshop of the Cross-Language Evaluation Forum (CLEF 2008), vol. 5706, Lecture Notes in Computer Science, Aarhus, Denmark, pp. 577-584, (Springer) (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, A.-E. Hassanien, A. Abraham, J. Kacprzyk (Eds.), pp. 493-509, (Springer) (2008)
• 2007
  • Ch. Hentschel, S. Stober, A. Nürnberger, M. Detyniecki : “Automatic Image Annotation using a Visual Dictionary based on reliable Image Segmentation”, Proceedings of the International Workshop on Adaptive Multimedia Retrieval - AMR'2007, vol. 4918, Lecture Notes in Computer Science, Paris, France, pp. 45-56, (Springer) (2007)
  • Th. Bärecke, M. Detyniecki : “Combining exhaustive and approximage methods for improved sub-graph matching”, Advances in Pattern Recognition - IWAPR Workshop, Plymouth, United Kingdom (2007)
  • M. Detyniecki, Ch. Marsala : “Forest of Fuzzy Decision Trees and their Application in Video Mining”, 5^th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT'07), Ostrava, Czech Republic, pp. 345-352, (ISBN: 978-80-7368-386-3) (2007)
  • Th. Bärecke, M. Detyniecki, S. Berretti, A. Del Bimbo : “Genetic approximate matching of attributed relational graphs”, Pascal workshop on Learning from and with Graphs, Alicante, Spain (2007)
  • Ch. Marsala, M. Detyniecki, N. Usunier, M.‑R. Amini : “High-Level Feature Detection with Forests of Fuzzy Decision Trees combined with the RankBoost”, TRECVID 2007 workshop participants notebook papers, Gaithersburg, MD, USA, (NIST) (2007)
  • Th. Bärecke, M. Detyniecki : “Memetic algorithms for inexact graph matching”, CEC: IEEE Congress on Evolutionary Computation, Singapore, Singapore, pp. 4238-4245, (IEEE) (2007)
  • M. Detyniecki, Ch. Marsala : “Video rushes summarization by adaptive acceleration and stacking of shots”, Proceedings of the 1^st ACM Workshop on Video Summarization - TVS 2007 (part of ACM Multimedia'07), P. Over, Alan F. Smeaton (Eds.), Augsburg, Germany, pp. 65-69, (ACM), (ISBN: 978-1-59593-780-3) (2007)
  • 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, Paul P. Wang, D. Ruan, Etienne E. Kerre (Eds.), pp. 219-247, (Springer), (ISBN: 978-3540712572) (2007)
  • Th. Bärecke, M. Detyniecki, S. Berretti, A. Del Bimbo : “Genetic approximate matching of attributed relational graphs”, Alicante, Spain, LIP6 (2007)
• 2006
  • A. Nürnberger, M. Detyniecki : “Externally Growing Self-Organizing Maps and Its Application to E-mail Database Visualization and Exploration”, Applied Soft Computing, vol. 6 (4), pp. 357-371, (ISBN: 1568-4946) (2006)
  • J.‑F. Omhover, M. Detyniecki : “Fast gradual matching measure for image retrieval based on visual similarity and spatial relations”, International Journal of Intelligent Systems, vol. 21 (7), pp. 711-723, (ISBN: 0884-8173) (2006)
  • Th. Bärecke, Ch. Mansilla, S. Avril, B. Bouchon‑Meunier, M. Detyniecki, F. Werkoff : “On the use of genetic algorithms and fuzzy logics for the assessment of the cost of the hydrogen to be produced by advanced processes”, Fuel Cell Seminar, Honolulu, Hawaii, USA (2006)
  • Th. Bärecke, E. Kijak, A. Nürnberger, M. Detyniecki : “Summarizing Video Information using Self-Organizing Maps”, IEEE International Conference on Fuzzy Systems - FUZZ-IEEE, Piero P. Bonissone (Ed.), Vancouver, Canada, pp. 540-546, (IEEE) (2006)
  • Ch. Marsala, M. Detyniecki : “University of Paris 6 at TRECVID 2006: Forest of Fuzzy Decision Trees for High-Level Feature Extraction”, TREC Video Retrieval Evaluation, Gaithersburg, USA (2006)
  • Th. Bärecke, E. Kijak, A. Nürnberger, M. Detyniecki : “Using Self-Organizing Maps to Support Video Navigation”, Proc. of 16^th 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, USA, 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, USA, 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, B. Bouchon-Meunier, G. Coletti, Ronald R. Yager (Eds.), pp. 429-440, (Elsevier), (ISBN: 978-0444520753) (2006)
  • “Adaptive Multimedia Retrieval: User, Context, and Feedback: Third International Workshop, AMR 2005, Glasgow, UK, July 28-29, 2005, Revised Selected Papers”, vol. 3877, Lecture Notes in Computer Science, M. Detyniecki, J. Jose, A. Nürnberger, K. Van Rijsbergen (Eds.), pp. 284, (Springer-Verlag), (ISBN: 978-3-540-32174-3) (2006)
  • “Intelligent Multimedia Retrieval”, vol. 21, International Journal of Intelligent Systems (IJIS), M. Detyniecki, A. Nürnberger (Eds.), pp. 145, (ISBN: 0884-8173) (2006)
  • M. Detyniecki : “Fusion et Fouille de données Multimédia”, habilitação (livre docência), defesas 15/05/2006, co-supervisão£o GALLINARI Patrick (2006)
• 2005
  • M. Detyniecki, J. Jose, A. Nürnberger : “Adaptive Multimedia Mining”, IJCAI 2005 - 19^th International Joint Conferences on Artificial Intelligence, Edinburgh, Scotland, United Kingdom (2005)
  • M. Detyniecki : “Multimedia Mining: the text is not enough”, GfKl'2005 - 29^th Annual Conference of the German Classification Society, Magdeburg, Germany (2005)
  • J.‑F. Omhover, M. Rifqi, M. Detyniecki : “Ranking Invariance based on Similarity Measures in Document Retrieval”, AMR 2005 - Third International Workshop on Adaptive Multimedia Retrieval, vol. 3877, Lecture Notes in Computer Science, Glasgow, United Kingdom, pp. 55-64, (Springer) (2005)
  • Ch. Marsala, M. Detyniecki : “University of Paris 6 at TRECVID 2005: High-Level Feature Extraction”, TRECVID 2005 workshop participants notebook papers, Gaithersburg, MD, USA, (NIST) (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, B. Gabrys, K. Leiviskä, J. Strackeljan (Eds.), pp. 341-370, (Springer), (ISBN: 978-3-540-24077-8) (2005)
• 2004
  • J.‑F. Omhover, M. Detyniecki, B. Bouchon‑Meunier : “A Region-Similarity-Based Image Retrieval System”, IPMU 2004 - 10^th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, Perugia, Italy, pp. 1461-1468 (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 : “Image retrieval by Regional content using Matrix Composition of Fuzzy Relations”, International Workshop on Adaptive Multimedia Retrieval - AMR'2004 (part of ECAI'2004), Valencia, Spain, pp. 103-113 (2004)
  • J.‑F. Omhover, M. Detyniecki : “Queries by visual content using fuzzy similarity measures on regional descriptions”, European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems - EUNITE'2004, Jena, Germany, pp. 43-44 (2004)
  • J.‑F. Omhover, M. Detyniecki, M. Rifqi, B. Bouchon‑Meunier : “Ranking invariance between fuzzy similarity measures applied to image retrieval”, IEEE International Conference on Fuzzy Systems - FUZZ-IEEE'2004, Budapest, Hungary, pp. 1367-1372, (IEEE) (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)
  • J.‑F. Omhover, M. Detyniecki : “STRICT: an Image Retrieval Platform for Queries Based on Regional Content”, CIVR 2004 - 3^rd International Conference on Image and Video Retrieval, vol. 3115, Lecture Notes in Computer Science, Dublin, Ireland, pp. 473-482, (Springer) (2004)
  • “Adaptive Multimedia Retrieval”, vol. 3094, Lecture Notes in Computer Science, M. Detyniecki, A. Nürnberger (Eds.), pp. 229, (Springer), (ISBN: 3-540-22163-8) (2004)
• 2003
  • M. Rifqi, M. Detyniecki, B. Bouchon‑Meunier : “Discrimination power of measures of resemblance”, 10^th International Fuzzy Systems Association World Congress, IFSA 2003, Istanbul, Turkey (2003)
  • Ch. Marsala, M. Detyniecki : “Fuzzy Data Mining for Video”, EUSFLAT'03 - 3^rd 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, Turkey, pp. 883-890, (Springer) (2003)
• 2002
  • M. Detyniecki, Ch. Marsala : “Fuzzy Multimedia Mining Applied to Video News”, 9^th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU'02), Annecy, France, pp. 1001-1008 (2002)
  • A. Nürnberger, M. Detyniecki : “Visualizing Changes in Data Collections Using Growing Self-Organizing.”, IJCNN'2002 - International Joint Conference on Neural Networks, Honolulu, HI, USA, pp. 1912-1917, (IEEE) (2002)
• 2001
  • Ronald R. Yager, M. Detyniecki, B. Bouchon‑Meunier : “A Context Dependent Method for Ordering Fuzzy Numbers Using Probabilities”, Information Sciences, vol. 138 (1-4), pp. 237-255, (ISBN: 0020-0255) (2001)
  • M. Detyniecki : “Accelerating Imprecise Temporal Queries for Video Navigation”, International Workshop on Fuzzy logic and the Internet, FLINT'2001, Berkeley, USA, pp. 131-135 (2001)
  • A. Nürnberger, M. Detyniecki : “Content Based Analysis of Email Databases Using Self-Organizing Maps”, EUNITE'2001 - European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems, Tenerife, Spain, pp. 134-142 (2001)
  • M. Detyniecki, Ch. Marsala : “Fuzzy Inductive Learning for Multimedia Mining”, EUSFLAT'2001 - 2^nd International Conference in Fuzzy Logic and Technology, Leicester, United Kingdom, pp. 390-393 (2001)
  • M. Detyniecki : “Numerical Aggregation Operators: State of the Art”, International Summer School on Aggregation Operators and their Applications, Asturias, Spain (2001)
• 2000
  • 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, (ISBN: 0218-4885) (2000)
  • M. Detyniecki, Ronald R. Yager, B. Bouchon‑Meunier : “Reducing t-norms and augmenting t-conorms”, Mathware & Soft Computing, vol. 7 (1), pp. 77-87, (ISBN: 1134-5632) (2000)
  • M. Detyniecki, B. Bouchon‑Meunier : “Aggregating truth and falsity values”, FUSION 2000 - 3^rd International Conference on Information Fusion, Paris, France, pp. 18-24, (IEEE) (2000)
  • M. Detyniecki : “Browsing a Video with Simple Constrained Queries over Fuzzy Annotations”, FQAS 2000 - International Conference on Flexible Query Answering Systems, vol. 7, Advances in Soft Computing, Warsaw, Poland, pp. 282-287, (Physica Verlag) (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 : “Méthodes d’agrégation pour la fouille de données / Mathematical Aggregation Operators and their Application to Video Querying”, tese, defesas 24/11/2000, direção de pesquisa Bouchon-meunier, Bernadette, co-supervisão£o YAGER R. R. (2000)
• 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)
  • M. Detyniecki, C. Seyrat, Ronald R. Yager : “Interacting with Web Video Objetcts”, 18^th International Conference of the North American Fuzzy Information Society, New York, USA, pp. 914-917, (IEEE) (1999)
• 1998
  • M. Detyniecki, Ronald R. Yager, B. Bouchon‑Meunier : “A context-dependent method for ordering fuzzy numbers using probabilities”, LIP6, (Technical Report MII) (1998)