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184

Philippe Lenca, Full Professor, Head of Logic of Uses, Social and Information Sciences department


Journal articles36 documents

  • Lina Fahed, Philippe Lenca, Yannis Haralambous, Riwal Lefort. Distant Event Prediction Based on Sequential Rules. Data Science and Pattern Recognition, 2020, 4 (1), pp.1-23. ⟨hal-02562021⟩
  • Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca. Community structure: A comparative evaluation of community detection methods. Network Science, Cambridge Journals, 2020, 8 (1), pp.1-41. ⟨10.1017/nws.2019.59⟩. ⟨hal-02459508⟩
  • Sofian Berrouiguet, Romain Billot, Mark Erik Larsen, Jorge Lopez-Castroman, Isabelle Jaussent, et al.. An Approach for Data Mining of Electronic Health Record Data for Suicide Risk Management: Database Analysis for Clinical Decision Support. JMIR Mental Health, JMIR Publications, 2019, 6 (5), pp.e9766. ⟨10.2196/mental.9766⟩. ⟨hal-02269909⟩
  • Christophe Lemey, Mark Erik Larsen, Jordan Devylder, Philippe Courtet, Romain Billot, et al.. Clinicians’ Concerns About Mobile Ecological Momentary Assessment Tools Designed for Emerging Psychiatric Problems: Prospective Acceptability Assessment of the MEmind App. Journal of Medical Internet Research, JMIR Publications, 2019, 21 (4), pp.e10111. ⟨10.2196/10111⟩. ⟨hal-02161827⟩
  • Sofian Berrouiguet, Mark Larsen, Catherine Mesmeur, Michel Gravey, Romain Billot, et al.. Toward mHealth Brief Contact Interventions in Suicide Prevention: Case Series From the Suicide Intervention Assisted by Messages (SIAM) Randomized Controlled Trial. JMIR mHealth and uHealth, JMIR Publications, 2018, 6 (1), pp.e8 - ⟨10.2196/mhealth.7780⟩. ⟨hal-01686061⟩
  • Sofian Berrouiguet, Valérie Le Moal, Elise Guillodo, Alis Le Floch, Philippe Lenca, et al.. Prévention du suicide et santé connectée - Vers la personnalisation des soins ?. Med Sci, 2018, 34 (8-9), pp.730 - 734. ⟨10.1051/medsci/20183408021⟩. ⟨hal-01880867⟩
  • Sofian Berrouiguet, Romain Billot, Philippe Lenca. Prévenir le suicide avec le numérique. Télécom‎ : revue de l'association TELECOM Paristech ALUMNI, Association Télécom ParisTech alumni, 2018, pp.31 - 33. ⟨hal-01875108⟩
  • Guillaume Maze, Herlé Mercier, Ronan Fablet, Pierre Tandeo, Manuel Lopez Radcenco, et al.. Coherent heat patterns revealed by unsupervised classification of Argo temperature profiles in the North Atlantic Ocean. Progress in Oceanography, Elsevier, 2017, 151, pp.275 - 292. ⟨10.1016/j.pocean.2016.12.008⟩. ⟨hal-01511358⟩
  • Sofian Berrouiguet, Maria Luisa Barrigón, Sara A. Brandt, George C Nitzburg, Santiago Ovejero-García, et al.. Ecological Assessment of Clinicians' Antipsychotic Prescription Habits in Psychiatric Inpatients: A Novel Web- and Mobile Phone-Based Prototype for a Dynamic Clinical Decision Support System. Journal of Medical Internet Research, JMIR Publications, 2017, 19 (1), pp.e25 - ⟨10.2196/jmir.5954⟩. ⟨hal-01513261⟩
  • Sofian Berrouiguet, Maria Luisa Barrigón, Sara A. Brandt, Santiago Ovejero-García, Raquel Álvarez-García, et al.. Development of a Web-Based Clinical Decision Support System for Drug Prescription: Non-Interventional Naturalistic Description of the Antipsychotic Prescription Patterns in 4345 Outpatients and Future Applications. PLoS ONE, Public Library of Science, 2016, pp.Art. 0163796 - ⟨10.1371/journal.pone.0163796⟩. ⟨hal-01391499⟩
  • Komate Amphawan, Philippe Lenca, Anuchit Jitpattanakul, Athasit Surarerks. Mining High Utility Itemsets with Regular Occurrence. Journal of ICT research and applications, 2016, 10 (2), pp.153 - 176. ⟨10.5614/itbj.ict.res.appl.2016.10.2.5⟩. ⟨hal-01375925⟩
  • Julie Soulas, Philippe Lenca, André Thépaut. Unsupervised discovery of activities of daily living characterized by their periodicity and variability. Engineering Applications of Artificial Intelligence, Elsevier, 2015, 45, pp.90 - 102. ⟨10.1016/j.engappai.2015.06.006⟩. ⟨hal-01188640⟩
  • Thanh Nghi Do, Philippe Lenca, Stéphane Lallich. Classifying Many-Class High Dimensional Fingerprint Datasets Using Random Forest of Oblique Decision Trees. Vietnam journal of computer science, 2015, 2 (1), pp.3-12. ⟨10.1007/s40595-014-0024-7⟩. ⟨hal-01007572⟩
  • Jacques Simonin, Julie Soulas, Philippe Lenca. Activity Monitoring Process based on Model-Driven Engineering - Application to Ambient Assisted Living. Journal of intelligent systems, 2015, 24 (3), pp.371 - 382. ⟨10.1515/jisys-2014-0143⟩. ⟨hal-01185080⟩
  • Komate Amphawan, Philippe Lenca. Mining top-k frequent-regular closed patterns. Expert Systems with Applications, Elsevier, 2015, 42 (21), pp.7882 - 7894. ⟨10.1016/j.eswa.2015.06.021⟩. ⟨hal-01171616⟩
  • Thanapat Kangkachit, Kitsana Waiyamai, Philippe Lenca. Enzyme Classification Using Reactive Motifs. International journal of functional informatics and personalised medicine, 2014, 4 (3/4), pp.243 - 258. ⟨10.1504/IJFIPM.2014.068173⟩. ⟨hal-01185085⟩
  • Cristina Laura Stolojescu, Alexandru Isar, Sorin Moga, Philippe Lenca. WiMAX traffic analysis and base stations classification in terms of LRD. Expert Systems, Wiley, 2013, 30 (4), pp.285 - 293. ⟨hal-00869054⟩
  • Ion Railean, Philippe Lenca, Sorin Moga, Monica Borda. Closeness Preference - A New Interestingness Measure for Sequential Rules Mining. Knowledge-Based Systems, Elsevier, 2013, 44, pp.48 - 56. ⟨10.1016/j.knosys.2013.01.025⟩. ⟨hal-00806714⟩
  • Yannick Le Bras, Patrick Meyer, Philippe Lenca, Stéphane Lallich. Mesure formelle de la robustesse des règles d'association. Revue des Nouvelles Technologies de l'Information, Hermann, 2012, E-22, pp.71 - 88. ⟨hal-00609515⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich. Optimonotone measures for optimal rule discovery. Computational Intelligence, Wiley, 2012, 28 (4), pp.475 - 504. ⟨10.1111/j.1467-8640.2012.00422.x⟩. ⟨hal-00797496⟩
  • Komate Amphawan, Philippe Lenca, Athasit Surarerks. Mining top-k regular-frequent itemsets using database partitioning and support estimation. Expert Systems with Applications, Elsevier, 2012, 39 (2), pp.1924 - 1936. ⟨hal-00703699⟩
  • Thanh Nghi Do, Philippe Lenca, Stéphane Lallich. Enhancing network intrusion classification through the Kolmogorov-Smirnov splitting criterion. Journal of science and technology, 2010, 48 (4), pp.50 - 61. ⟨hal-00523096⟩
  • Philippe Lenca, Stéphane Lallich, Benoît Vaillant. Construction of an off-centered entropy for the supervised learning of imbalanced classes: some first results. Communications in Statistics - Theory and Methods, Taylor & Francis, 2010, 39 (3), pp.493 - 507. ⟨hal-00445166⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca. Decision makers support system. Adapting the assistance to the decision maker's behaviour. Revue des Sciences et Technologies de l'Information - Série ISI : Ingénierie des Systèmes d'Information, Lavoisier, 2008, 13, pp.53 - 73. ⟨10.3166/ISI.13.2.53-73⟩. ⟨hal-01879300⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca. Cognitive approach to distributed decision support systems. Foundations of computing and decision sciences, 2008, 33 (4), pp.317 - 349. ⟨hal-01879294⟩
  • Philippe Lenca, Patrick Meyer, Benoît Vaillant, Stéphane Lallich. On selecting interestingness measures for association rules : user oriented description and multiple criteria decision aid. European Journal of Operational Research, Elsevier, 2008, 184 (2), pp.610 - 626. ⟨10.1016/j.ejor.2006.10.059⟩. ⟨hal-02316548⟩
  • Stéphane Lallich, Benoît Vaillant, Philippe Lenca. A probabilistic framework towards the parameterization of association rule interestingness measures. Methodology and Computing in Applied Probability, Springer Verlag, 2007, 9, pp.447 - 463. ⟨10.1007/s11009-007-9025-7⟩. ⟨hal-01879299⟩
  • Jean Robert Kala Kamdjoug, Philippe Lenca, Jean-Pierre Barthélemy. Assessment of actions in a multi-actor and multicriteria framework: application to the refunding of microfinance institutions. Computational Economics, Springer Verlag, 2007, 29 (2), pp.213 - 227. ⟨10.1007/s10614-006-9079-6⟩. ⟨hal-01879296⟩
  • Benoît Vaillant, Patrick Meyer, Elie Prudhomme, Stéphane Lallich, Philippe Lenca, et al.. Mesurer l'intérêt des règles d'association. Revue des Nouvelles Technologies de l'Information : Extraction et gestion des connaissances : état et perspectives, 2006, RNTI-E-5, pp.421 - 426. ⟨hal-02280167⟩
  • Philippe Lenca, Patrick Meyer, Philippe Picouet, Benoît Vaillant, Stéphane Lallich. Evaluation et analyse multi-critères des mesures de qualité des règles d'association. Revue des Nouvelles Technologies de l'Information, Hermann, 2004, pp.219 - 246. ⟨hal-01853659⟩
  • Jean-Pierre Brans, Gilles Coppin, Philippe Lenca, T. Jelassi, Marc Roubens, et al.. 12th Mini Euro Conference: Decision support systems; Electronic and mobile commerce; Multicriteria decision aid; Human centered processes; Ethical dilemmas in decision making. European Journal of Operational Research, Elsevier, 2004, 153 (2), pp.267- 70. ⟨10.1016/S0377-2217(03)00149-8⟩. ⟨hal-01879297⟩
  • Philippe Lenca, Patrick Meyer, Philippe Picouet, Benoît Vaillant, Stéphane Lallich. Critères d'évaluation des mesures de qualité des règles d'association. Revue des Nouvelles Technologies de l'Information, Hermann, 2003, RNTI-1, pp.123-134. ⟨hal-00632772⟩
  • Elisabeth Le Saux, Philippe Lenca, Philippe Picouet. Dynamic adaptation of rules bases under cognitive constraints. European Journal of Operational Research, Elsevier, 2002, 136 (2), pp.299 - 309. ⟨10.1016/S0377-2217(01)00117-5⟩. ⟨hal-01880567⟩
  • Philippe Lenca. Human centered processes (editorial). European Journal of Operational Research, Elsevier, 2002, 136 (2), pp.231 - 232. ⟨hal-02129207⟩
  • Philippe Lenca, Pierre Saunier. Recherche de l'information traitée par décideurs experts et des décideurs novices. In cognito : revue internationale francophone en sciences cognitives éditée par l'association In cognito, Grenoble : In cognito, 1998, pp.7 - 18. ⟨hal-01879298⟩
  • Emmanuel Pichon, Philippe Lenca, Fabrice Guillet, Jian-Wei Wang. Un algorithme de partition d'un produit direct d'ordres totaux en un nombre minimum de chaînes. Mathématique Informatique et Sciences Humaines, 1994, pp.5 - 15. ⟨hal-01893299⟩

Conference papers113 documents

  • Yannis Haralambous, Christophe Lemey, Philippe Lenca, Romain Billot, Deok-Hee Kim-Dufor. Using Dependency Syntax-Based Methods for Automatic Detection of Psychiatric Comorbidities. Resources and ProcessIng of linguistic, para-linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric/developmental impairments, May 2020, Marseille, France. pp.142-150. ⟨hal-02861753⟩
  • Romain Billot, Sofian Berrouiguet, Christophe Lemey, Philippe Lenca. Algorithmic prediction in connected health: The case of suicide prevention. SASE 2019 : Fathomless Futures: Algorithmic and Imagined, Jun 2019, New York City, United States. ⟨hal-02505798⟩
  • Mounir Haddad, Cécile Bothorel, Philippe Lenca, Dominique Bedart. TemporalNode2vec: Temporal Node Embedding in Temporal Networks. COMPLEX NETWORKS 2019 : 8th International Conference on Complex Networks and their Applications, Dec 2019, Lisbon, Portugal. ⟨10.1007/978-3-030-36687-2_74⟩. ⟨hal-02332080⟩
  • Lina Fahed, Philippe Lenca, Yannis Haralambous, Riwal Lefort, Marie-Laure Tallec. Prédiction d'évènements distants basée sur les règles séquentielles. EGC 2019 : Extraction et gestion des connaissances, Jan 2019, Metz, France. pp.309-314. ⟨hal-01962067⟩
  • Luyen Le Ngoc, Yannis Haralambous, Philippe Lenca. Towards a DRS Parsing Framework for French. SNAMS 2019 : Sixth International Conference on Social Networks Analysis, Management and Security, Oct 2019, Granada, Spain. ⟨10.1109/SNAMS.2019.8931868⟩. ⟨hal-02280800⟩
  • Philippe Lenca, Sorin Moga. Accidents Vasculaires Cérébraux : Apport de l'Intelligence Artificielle. Accidents Vasculaires Cérébraux : des mécanismes à la prise en charge des patients, Mar 2019, Paris, France. ⟨hal-02097962⟩
  • Louis Jehel, Dupont Emmanuel, Philippe Lenca, Céline Kopp-Bigault. The ReSCU-M study: Comprehension of suicide social representation in Martinique Island. Perspective for prevention and communication strategies.. International Association for Suicide Prevention Caribbean Regional Symposium, IASP, May 2019, Trinidad, Trinidad and Tobago. ⟨hal-02292211⟩
  • Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca. Estimating the similarity of community detection methods based on cluster size distribution. COMPLEX NETWORKS 2018 : The 7th International Conference on Complex Networks and Their Applications, Dec 2018, Cambridge, United Kingdom. pp.183-194, ⟨10.1007/978-3-030-05411-3_15⟩. ⟨hal-01911077⟩
  • Philippe Lenca, Sofian Berrouiguet, Romain Billot. Méthodes de data mining et applications à l'analyse de bases de données de suicidants. Journées du Groupement d’Etudes et de Prévention du Suicide, Jan 2018, Montpellier, France. ⟨hal-01688452⟩
  • Romain Billot, Sofian Berrouiguet, Mark Larsen, Michel Walter, Jorge López Castroman, et al.. Apport de la fouille de données pour la prévention du risque suicidaire. Conférence Internationale sur l'Extraction et la Gestion des Connaissances, Revue des Nouvelles Technologies de l'Information, Jan 2018, Paris, France. pp.143 - 154. ⟨hal-01694714⟩
  • Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca. Community detection methods can discover better structural clusters than ground-truth communities. 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Jul 2017, Sydney, Australia. ⟨10.1145/3110025.3110053⟩. ⟨hal-01577343⟩
  • Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca. Community structures evaluation in complex networks: A descriptive approach. NetSci-X 2017 : International School and Conference on Network Science, Jan 2017, Tel Aviv, Israel. pp.11-19, ⟨10.1007/978-3-319-55471-6_2⟩. ⟨hal-01513246⟩
  • Thomas Delacroix, Philippe Lenca, Stéphane Lallich. Computing the Mutual Constrained Independence Model. ASMDA 2017 : 17th Conference of the Applied Stochastic Models and Data Analysis International Society, Jun 2017, London, Royaume-Uni. ⟨hal-01582632⟩
  • Thomas Delacroix, Philippe Lenca, Stéphane Lallich. Du local au global : un nouveau défi pour l'analyse statistique implicative. ASI 2017 : 9e Colloque International d'Analyse Statistique Implicative, Oct 2017, Belfort, France. pp.103 - 116. ⟨hal-01616110⟩
  • Raogo Kabore, Yvon Kermarrec, Philippe Lenca. Revue des systèmes de détection d'anomalies dans les réseaux SCADA et attaques internes. INFORSID 2017 : 35eme congrès de l'INFormatique des ORganisations et Systèmes d’Information et de Décision , May 2017, Toulouse, France. pp.1 - 6. ⟨hal-01573498⟩
  • Guillaume Maze, Herlé Mercier, Ronan Fablet, Philippe Lenca, Manuel Lopez Radcenco, et al.. Ocean Heat Content Structure Revealed by Un-Supervised Classification of Hydrographic Profiles. OSD 2016 : Ocean Sciences Meeting , Feb 2016, New Orleans, États-Unis. ⟨hal-01345101⟩
  • Philippe Lenca, Julie Soulas, Sofian Berrouiguet. From sensors and data to data mining for e-Health. KST 2016 : 8th International Conference on Knowledge and Smart Technology, Feb 2016, Chiangmai, Thailand. ⟨hal-01277720⟩
  • Sofian Berrouiguet, Romain Billot, Philippe Lenca, Philippe Tanguy, Enrique Baca-Garcia, et al.. Toward E-Health Applications for Suicide Prevention. CHASE 2016 : IEEE First Conference on Connected Health: Applications, Systems and Engineering Technologies, Jun 2016, Washington, United States. pp.346 - 347, ⟨10.1109/CHASE.2016.37⟩. ⟨hal-01355330⟩
  • Elise Guillodo, Sofian Berrouiguet, Mathieu Simonnet, Ismael Conejero, Philippe Courtet, et al.. Suicide Sleep Monitoring (SSleeM): a feasibility and acceptability study of a wearable sleep tracking monitoring device in suicide attempters. ESSSB 2016 : 16th European Symposium on Suicide and Suicidal behaviour, Sep 2016, Oviedo, Espagne. ⟨hal-01444287⟩
  • Julie Soulas, Philippe Lenca. Periodic Episode Discovery over Event Streams. EPIA 2015 : 17th Portuguese Conference on Artificial Intelligence, Sep 2015, Coimbra, Portugal. pp.547 - 559. ⟨hal-01198702⟩
  • Thomas Delacroix, Ahcène Boubekki, Philippe Lenca, Stéphane Lallich. Constrained Independence for Detecting Interesting Patterns. DSAA 2015 : IEEE International Conference on Data Science and Advanced Analytics, Oct 2015, Paris, France. pp.1 - 10, ⟨10.1109/DSAA.2015.7344897⟩. ⟨hal-01247650⟩
  • Stéphane Lallich, Philippe Lenca. Indices de qualité en clustering. Journée thématique : clustering et co-clustering, Oct 2015, Issy Les Moulineaux, France. ⟨hal-01230854⟩
  • Romain Picot-Clémente, Cécile Bothorel, Philippe Lenca. Une brève introduction aux Données Massives - Challenges et perspectives. Actuariat : Nouveaux Enjeux et Nouveaux Risques - Université d'été 2015, Jul 2015, Brest, France. ⟨hal-01174979⟩
  • Philippe Lenca, Sorin Moga. Une brève introduction à l'Intelligence Artificielle. Conférences et ateliers de l'IUT de Lannion, Jan 2015, Lannion, France. ⟨hal-01185082⟩
  • Komate Amphawan, Julie Soulas, Philippe Lenca. Mining top-k regular episodes from sensor streams. IAIT 2015 : 7th International Conference on Advances in Information Technology, Nov 2015, Bangkok, Thailand. pp.76 - 85, ⟨10.1016/j.procs.2015.10.008⟩. ⟨hal-01247461⟩
  • Yannis Haralambous, Yassir Elidrissi, Philippe Lenca. Arabic Language Text Classification Using Dependency Syntax-Based Feature Selection. CITALA 2014 : 5ème Conférence Internationale sur le Traitement Automatique de la Langue Arabe, Nov 2014, Oujda, Morocco. pp.31 - 40. ⟨hal-01185094⟩
  • Yannis Haralambous, Philippe Lenca. Text Classification Using Association Rules, Dependency Pruning and Hyperonymization. DMNLP 2014 : Workshop on Interactions between Data Mining and Natural Language Processing, Sep 2014, Nancy, France. pp.65 - 80. ⟨hal-01058330⟩
  • Thanh Nghi Do, Sorin Moga, Philippe Lenca. Random forest of oblique decision trees for ERP semi-automatic configuration. ACIIDS 2014 : the 6th Asian Conference on Intelligent Information and Database Systems, Apr 2014, Bangkok, Thailand. pp.25 - 34. ⟨hal-00981936⟩
  • Stéphane Lallich, Philippe Lenca. Evaluation de la qualité en clustering. Séminaire "Actualités et Défis en Clustering", Feb 2014, Lyon, France. ⟨hal-01185095⟩
  • Romain Picot-Clémente, Cécile Bothorel, Philippe Lenca. Contextual Recommender System on a Location-Based Social Network for shopping places recommendation using association rules mining. ACIIDS 2014 : the 6th Asian Conference on Intelligent Information and Database Systems, Apr 2014, Bangkok, Thailand. pp.3 - 13. ⟨hal-00981937⟩
  • Marine Habart Corlosquet, Jacques Janssen, Philippe Lenca, Raimondo Manca. The Impact of a Pandemic Influenza on Mortality, Temporary Disability and Hospitalization Risks for Protection Insurance, and Hedging Strategies. ASMDA 2013 : 15th Applied Stochastic Models and Data Analysis international conference, Jun 2013, Barcelone, Spain. 8p. ⟨hal-00944629⟩
  • Komate Amphawan, Philippe Lenca. Mining top-k frequent/regular patterns based on user-given trade-off between frequency and regularity. IAIT 2013 : International Conference on Advances in Information Technology, Dec 2013, Bangkok, Thailand. pp.1-12, ⟨10.1007/978-3-319-03783-7⟩. ⟨hal-00920108⟩
  • Julie Soulas, Philippe Lenca, André Thépaut. Monitoring the habits of elderly people through data mining from home automation devices data. EPIA 2013 : proceedings of the 16th Portuguese Conference on Artificial Intelligence, Sep 2013, Azores, Portugal. pp.343 - 354. ⟨hal-00877061⟩
  • Emilien Gauthier, Laurent Brisson, Philippe Lenca, Françoise Clavel-Chapelon, Stéphane Ragusa. Challenges to building a platform for a breast cancer risk score. RCIS 2012: 6th International Conference on Research Challenges in Information Science, May 2012, Valencia, Spain. pp.1-10. ⟨hal-00739690⟩
  • Antoine Paglia, Martial Phélippé-Guinvarc'H, Philippe Lenca. Adaptation de l'algorithme CART pour la tarification des risques en assurance non-vie. Conférence internationale francophone sur l'extraction et la gestion des connaissances, Jan 2011, Brest, France. pp.611 - 622. ⟨hal-00631121⟩
  • Cristina Laura Stolojescu, Sorin Moga, Philippe Lenca, Alexandru Isar. WiMAX traffic analysis and Base stations classification in terms of LRD. Portuguese Conference on Artificial Intelligence, Oct 2011, Lisboa, Portugal. ⟨hal-00725545⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich. Un cadre formel pour l'étude des mesures d'intérêt des règles d'association. Journée d'animation du GRD I3 sur la  fouille de données, Sep 2011, Lyon, France. ⟨hal-00632775⟩
  • Philippe Lenca, Stéphane Lallich. Le choix d'une bonne mesure de qualité, condition du succès d'un processus de fouille de données. Atelier data mining, applications, cas d'études et success stories (associé à la conférence internationale francophone sur l'extraction et la gestion des connaissances), Jan 2011, Brest, France. pp.5 - 8. ⟨hal-00725673v2⟩
  • Cristina Laura Stolojescu, Sorin Moga, Philippe Lenca, Alexandru Isar. Long-range dependence in WiMAX downlink traffic. IEEE International Symposium on Signals, Circuits and Systems, Jun 2011, Iasi, Romania. pp.233 - 236. ⟨hal-00609327⟩
  • Philippe Lenca. When patterns overwhelms users, issues and solutions for selecting the good ones. CHIST-ERA Conference, Sep 2011, Cork, Irlande. ⟨hal-00623239⟩
  • Emilien Gauthier, Laurent Brisson, Philippe Lenca, Stéphane Ragusa. Breast cancer risk score: a data mining approach to improve readability. The International Conference on Data Mining, Jul 2011, Las Vegas, United States. pp.15 - 21. ⟨hal-00609238⟩
  • Sterenn Marie Liberge, Sileye Ba, Philippe Lenca, Ronan Fablet. Prévision de trajectoires de cyclones à l'aide de forêts aléatoires avec arbres de régression. Conférence internationale francophone sur l'extraction et la gestion des connaissances, Jan 2011, Brest, France. pp.623-634. ⟨hal-00632779⟩
  • Gilles Coppin, Philippe Lenca. L'école brestoise de l'aide à la décision : jugement, aide à la décision et acquisition de règles. Journée en hommage à Jean-Pierre Barthélemy, Jun 2011, Paris, France. ⟨hal-00609523⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich. Mining classification rules without support: an anti-monotone property of jaccard measure. DS 2011: 14th international conference on Discovery Science, Nov 2011, Espoo, Finland. pp.179 - 193, ⟨10.1007/978-3-642-24477-3⟩. ⟨hal-00632774⟩
  • Abdoulaye Sarr, Philippe Lenca, Annabelle Boutet, Jocelyne Trémenbert. Etre ou ne pas être usager d'internet telle est la question ?. Conférence internationale francophone sur l'extraction et la gestion des connaissances, Jan 2011, Brest, France. pp.291 - 292. ⟨hal-00725672⟩
  • Yannick Le Bras, Patrick Meyer, Philippe Lenca, Stéphane Lallich. Mesure de la robustesse de règles d'association. QDC 2010 : atelier Qualité des Données et des Connaissances, en conjonction avec Extraction et gestion des connaissances, Jan 2010, Hammamet, Tunisie. pp.27 - 38. ⟨hal-00444450⟩
  • Yannick Le Bras, Patrick Meyer, Stéphane Lallich, Philippe Lenca. A robustness measure of association rules. The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2010, Barcelona, Spain. pp.227 - 242, ⟨10.1007/978-3-642-15883-4⟩. ⟨hal-00515367⟩
  • Cristina Laura Stolojescu, Ion Railean, Sorin Moga, Philippe Lenca, Alexandru Isar. A wavelet based prediction method for time series. SMTDA2010 : Stochastic Modeling Techniques and Data Analysis International Conference, Jun 2010, Chania, Greece. ⟨hal-00498385⟩
  • Ion Railean, Cristina Laura Stolojescu, Sorin Moga, Philippe Lenca. WIMAX traffic forecasting based on neural networks in wavelet domain. The Fourth International Conference on Research Challenges in Information Science, May 2010, Nice, France. pp.447 - 455. ⟨hal-00488721⟩
  • Komate Amphawan, Philippe Lenca, Athasit Surarerks. Mining periodic-frequent itemsets with approximate periodicity using interval transaction-ids list tree. WKDD 2010 : The 3rd International Conference on Knowledge Discovery and Data Mining, Jan 2010, Phuket, Thailand. pp.245 - 248. ⟨hal-01196538⟩
  • Philippe Lenca, Thanh Nghi Do, Gilles Coppin. New solutions for high dimensional and unbalanced data sets. DigiWorld summit 31st IDATE International Conference: @health - advanced technologies for health, Nov 2009, Montpellier, France. ⟨hal-00444396⟩
  • Philippe Lenca, Patrick Brézillon. Interestingness measures for knowledge discovery. 6th Regional Seminar of the ICT-Asia Programme. Asian Institute of Technology, Feb 2009, Pathumthani, Thailand. ⟨hal-02301532⟩
  • Thanh Nghi Do, Philippe Lenca, Thanh-Binh Nguyen, François Poulet. Visualisation de réseaux d'experts. 7e atelier visualisation et extraction des connaissances - 11e conférence internationale francophone sur l'extraction et la gestion des connaissances, EGC'09, Jan 2009, Strasbourg, France. pp.1-6. ⟨hal-00767766⟩
  • Marine Habart Corlosquet, Philippe Lenca, Alain Hillion. Modeling the spread of pandemic influenza for insurance industry. ASMDA 2009 : Applied Stochastic Models and Data Analysis, 30 June- 3 July, Vilnius, Lithuania, Jun 2009, Vilnius, Lithuania. pp.531 - 535. ⟨hal-01769567⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich. On optimal rules mining: a framework and a necessary and sufficient condition for optimality. PAKDD 2009 : Pacific-Asia Conference on Knowledge Discovery and Data Mining, Apr 2009, Bangkok, Thailand. pp.705 - 712, ⟨10.1007/978-3-642-01307-2_71⟩. ⟨hal-01881309⟩
  • Komate Amphawan, Philippe Lenca, Athasit Surarerks. Mining top-k periodic-frequent pattern from transactional databases without support threshold. The 3rd International Conference on Advances in Information Technology, Dec 2009, Bangkok, Thailand. pp.18 - 29. ⟨hal-00473910⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich, Sorin Moga. Généralisation de la propriété de monotonie de la all-confidence pour l'extraction de motifs intéressants non fréquents. QDC 2009 : atelier qualité des données et de connaissances, en conjonction avec extraction et gestion des connaissances, Jan 2009, Strasbourg, France. pp.17 - 24. ⟨hal-02301536⟩
  • Thanh Nghi Do, Stéphane Lallich, Nguyen-Khang Pham, Philippe Lenca. Un nouvel algorithme de forêts aléatoires d'arbres obliques particulièrement adapté à la classification de données en grandes dimensions. EGC 2009 : Extraction et Gestion des Connaissances, 27-30 janvier, Strasbourg, France, Jan 2009, Strasbourg, France. pp.79 - 90. ⟨hal-01201961⟩
  • Yannick Le Bras, Philippe Lenca, Sorin Moga, Stéphane Lallich. All-monotony: a generalization of the all-confidence antimonotony. 8th International Conference on Machine Learning and Applications, Dec 2009, Miami, United States. pp.759 - 764. ⟨hal-00445030⟩
  • Philippe Lenca. Off-centered entropies to deal with class imbalance (invited talk). Information Systems & Data Analysis, Mar 2008, Vannes, Finlande. ⟨hal-02301505⟩
  • Marine Habart Corlosquet, Philippe Lenca. The need to assess and to manage the risk of avian in influenza in insurance business. International Workshop on Applied Probability, Jul 2008, Compiègne, France. ⟨hal-02138207⟩
  • Thanh Nghi Do, Nguyen-Khang Pham, Stéphane Lallich, Philippe Lenca. Expérimentation de l'entropie décentrée pour le traitement des classes déséquilibrées en induction par arbres. Atelier Qualité des Données et des Connaissances (associé à la conférence Extraction et Gestion des Connaissances 2008), 29 janvier, Sophia Antipolis, France, Jan 2008, Sophia Antipolis, France. pp.39 - 49. ⟨hal-02120778⟩
  • Nguyen-Khang Pham, Thanh Nghi Do, Philippe Lenca, Stéphane Lallich. Using local node information in decision trees : coupling a local decision rule with an off-centered entropy. International Conference on Data Mining 14-17 July, Las Vegas, Nevada, USA, Jul 2008, Las Vegas, United States. pp.117 - 123. ⟨hal-02120810⟩
  • Philippe Lenca, Stéphane Lallich, Thanh Nghi Do, Nguyen-Khang Pham. A comparison of different off-centered entropies to deal with class imbalance for decision trees. Pacific-Asia conference on knowledge discovery and data Mining, 20-23 May, Osaka, Japan, May 2008, Osaka, Japan. pp.634 - 643, ⟨10.1007/978-3-540-68125-0_59⟩. ⟨hal-02120728⟩
  • Stéphane Lallich, Philippe Lenca, Benoît Vaillant. Construction of an off-centered entropy for supervised learning. ASMDA 2007 : XIIth International Symposium on Applied Stochastic Models and Data Analysis, May 29 - June 1, Chania, Crete, Greece, May 2007, Crete, Greece. ⟨hal-02121319⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca. Some considerations of cognitve modeling for collective decision support. EMPG'06 : 37th European Mathematical Psychology Group meeting, September 11-13, Brest, France, Sep 2007, Brest, France. ⟨hal-02122958⟩
  • Gurvan Uguen, Claire Lassudrie, Philippe Lenca. Le management continu de l'incertitude par stratégies. Qualita 2007, 20-22 mars, Tanger, Maroc, Mar 2007, Tanger, Maroc. ⟨hal-02121167⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca. Some results on a cognitive approach in collective decision making modeling. EWG-MCDA 2007 : 65th Meeting of the European Working Group Multiple Criteria Decision Aiding, Apr 2007, Poznañ, Poland. ⟨hal-01881277⟩
  • Benoît Vaillant, Stéphanie Ménou, Sorin Moga, Philippe Lenca, Stéphane Lallich. Qualité des règles d'association : étude de données d'entreprise. EGC 2007 : 7èmes journées francophones "Extraction et gestion des connaissances", Atelier Qualité des Données et des Connaissances, 23 janvier Namur, Belgique, Jan 2007, Namur, Belgique. pp.55 - 64. ⟨hal-02130154⟩
  • Gurvan Uguen, Gilles Coppin, Claire Lassudrie, Philippe Lenca. A social approach of the individual decision making process by the search for a dominance structure: risk management by a business process manager. MASHS 2007 : computational methods for modelling and learning in social and human sciences, May 2007, Brest, France. ⟨hal-00515374⟩
  • Grégoire de Lassance, Sorin Moga, Philippe Lenca. Apport du Text Mining pour prédire le potentiel d'accident d'un véhicule en assurance. EGC 2007 : 7èmes journées francophones "Extraction et gestion des connaissances", Atelier Data mining dans la banque, l'assurance et la finance, 23 janvier Namur, Belgique, Jan 2007, Namur, Belgique. pp.27 - 35. ⟨hal-02120984⟩
  • Gilles Coppin, Frédéric Cadier, Philippe Lenca. Some considerations of cognitive modeling for collective decision support. HICSS 2007 : 40th Annual Hawai International Conference On System Sciences, January 3-6, Hawai, USA, Jan 2007, Hawai, United States. ⟨10.1109/HICSS.2007.497⟩. ⟨hal-02121219⟩
  • Stéphane Lallich, Philippe Lenca, Benoît Vaillant. Construction d'une entropie décentrée pour l'apprentissage supervisé. EGC 2007 : 7èmes journées francophones "Extraction et gestion des connaissances", Atelier Qualité des Données et des Connaissances, 23 janvier Namur, Belgique, Jan 2007, Namur, Belgique. pp.45 - 54. ⟨hal-02121562⟩
  • Jérôme Azé, Philippe Lenca, Stéphane Lallich, Benoît Vaillant. A study of the robustness of association rules. DMIN' 07 : International conference on data mining, June 25-28, Las Vegas, Nevada, USA, Jun 2007, Las Vegas, United States. pp.132 - 137. ⟨hal-02121631⟩
  • Stéphane Lallich, Philippe Lenca. Règles d'association pour la détection de groupes risqués (conférence invitée). Risques en Assurance-Finance et Modèles Statistiques, Nov 2006, Angers, France. ⟨hal-02301490⟩
  • Jean-Pierre Barthélemy, Angélique Legrain, Philippe Lenca, Benoît Vaillant. Aggregation of valued relations applied to association rule interestingness. MDAI 2006: Modeling decisions for artificial intelligence.V. Torra, Y. Narukawa, A. Valls. Springer Verlag : 2006 (Lecture notes in computer science), Apr 2006, Tarragona, Espagne. pp.203 - 214, ⟨10.1007/11681960_21⟩. ⟨hal-01887881⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca. Cognitive approach to distributed decision making. EURO'06 : 21st European Conference on Operational Research, July 2-5, Reykjavik, Iceland, Jul 2006, Reykjavik, Islande. ⟨hal-02122732⟩
  • Jean-Pierre Barthélemy, Angélique Legrain, Philippe Lenca, Benoît Vaillant. Mesures de qualité de règles d'association et agrégation de relations valuées. Roadef : 7ème congrès de la Société française de Recherche Opérationnelle et d'Aide à la Décision, 6-8 février, Lille, France, Feb 2006, Lille, France. ⟨hal-02122829⟩
  • Jean-Pierre Barthélemy, Angélique Legrain, Philippe Lenca, Benoît Vaillant. Agrégation de mesures d'intérêt de règles d'association. EGC 2006 : Extraction et Gestion des Connaissances, Atelier Qualité des Données et des Connaissances,, Jan 2006, Villeneuve D'Ascq, France. pp.38 - 44. ⟨hal-02124450⟩
  • Benoît Vaillant, Stéphane Lallich, Philippe Lenca. Modeling of the counter-examples and association rules interestingness measures behavior. DMIN'06 : International conference on data mining, Jun 2006, Las Vegas, Nevada, United States. pp.132 - 137. ⟨hal-01881282⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca. Cognitive approach to distributed decision making. EURO'06 : 21st European Conference on Operational Research, July 2-5, Reykjavik, Iceland, Jul 2006, Reykjavik, Islande. ⟨hal-02122730⟩
  • Jean-Pierre Barthélemy, Gilles Coppin, Philippe Lenca. Cognitive approach to decision making and practical tools. 9th IFAC symposium on automated systems based on human skill and knowledge, 22-24 mai, Nancy, France, May 2006, Nancy, France. ⟨hal-02124110⟩
  • Gurvan Uguen, Philippe Lenca, Gilles Coppin, Claire Lassudrie. Risk management and decision aid. EURO'06 : 21st European Conference on Operational Research, July 2-5, Reykjavik, Iceland, Jul 2006, Reykjavik, Islande. ⟨hal-02122605⟩
  • Frédéric Cadier, Gilles Coppin, Philippe Lenca, Gabriel Marchalot. Approche cognitive des systèmes d'aide à la décision distribuée. MOSIM'06 : 6ème conférence francophone de modélisation et simulation, Apr 2006, Rabat, Maroc. ⟨hal-01893282⟩
  • Fabrice Guillet, Philippe Lenca. Quality in Data Mining. 11th International Symposium on Applied Stochastic Models and Data Analysis (ASMDA'2005), 2005, Brest, France. pp.ISBN 2-908849-15-1. ⟨hal-00462303⟩
  • Stéphane Lallich, Benoît Vaillant, Philippe Lenca. Parametrised measures for the evaluation of association rule interestingness. ASMDA 2005 : XIth International Symposium on Applied Stochastic Models and Data Analysis, May 17-20 Brest, France, May 2005, Brest, France. pp.220 - 229. ⟨hal-02124614⟩
  • Philippe Lenca. Mesurer l'intérêt des règles d'association (conférence invitée). Journée "Etes-vous orienté client ?", organisée par Grenoble Ecole de Management et SAS Institute, Apr 2005, Grenoble, France. ⟨hal-02301482⟩
  • Jean Robert Kala Kamdjoug, Philippe Lenca, Jean-Pierre Barthélemy. Acquisition et exploitation de connaissances dans un contexte multi-experts pour un système d'aide à la décision. Extraction et Gestion des Connaissances, 19-21janvier Paris, France, Jan 2005, Paris, France. pp.115 - 126. ⟨hal-02125260⟩
  • Benoît Vaillant, Patrick Meyer, Elie Prudhomme, Stéphane Lallich, Philippe Lenca, et al.. Mesurer l'intérêt des règles d'association. Atelier Qualité des Données et des Connaissances (EGC 2005), Jan 2005, Paris, France. pp.69 - 78. ⟨hal-02282443⟩
  • Stéphane Lallich, Philippe Lenca, Benoît Vaillant. Variations autour de l'intensité d'implication. 3d International Conference Implicative Statistic Analysis, October 6-8, Palermo, Italia, Oct 2005, Palerme, Italie. pp.237 - 246. ⟨hal-02125094⟩
  • Benoît Vaillant, Patrick Meyer, Stéphane Lallich, Philippe Lenca. Useful characterization and multicriteria decision aid : A two step approach to interestingness measure selection. 59èmes Journées du groupe de travail européen Aide Multicritère à la Décision, Apr 2004, Brest, France. ⟨hal-02347632⟩
  • Frédéric Cadier, Philippe Lenca, Gilles Coppin. Dynamique de la décision distribuée. 60èmes Journées du groupe de travail européen Aide Multicritère à la Décision, Tilburg, The Netherlands, Oct 2004, Tillburg, Pays-Bas. ⟨hal-02127794⟩
  • Benoît Vaillant, Philippe Lenca, Stéphane Lallich. A clustering of interestingness measures. 7th International Conference on Discovery Science, October 2-5, Padova, Italy, Oct 2004, Padova, Italy. pp.290 - 297. ⟨hal-02127560⟩
  • Benoît Vaillant, Philippe Lenca, Stéphane Lallich. Etude expérimentale de mesures de qualité de règles d'associations. EGC 2004 : Extraction et Gestion des Connaissances, 20-23 janvier, Clermont-Ferrand, France, Jan 2004, Clermont-Ferrand, France. pp.341 - 352. ⟨hal-02127770⟩
  • Philippe Lenca, Patrick Meyer, Philippe Picouet, Benoît Vaillant, Stéphane Lallich. Critères d'évaluation des mesures de qualité en ECD. XXXV Journées de Statistique, Jun 2003, Lyon, France. pp.647 - 650. ⟨hal-02301475⟩
  • Philippe Lenca, Patrick Meyer, Philippe Picouet, Benoît Vaillant. Aide multicritère à la décision pour évaluer les indices de qualité des connaissances. EGC 2003 : Extraction et gestion des connaissances. Paru dans RSTI, série RIA-ECA, Jan 2003, Lyon, France. pp.271 - 282. ⟨hal-02301473⟩
  • Benoît Vaillant, Philippe Picouet, Philippe Lenca. An extensible platform for rule quality measure benchmarking. Human Centered Processes, Distributed Decision Making and Man-Machine Cooperation, May 5-7, Luxembourg, May 2003, Luxembourg, Luxembourg. pp.187 - 191. ⟨hal-02129133⟩
  • Jean-Pierre Barthélemy, Philippe Lenca. A mathematical approach for human centered decision aid. 32nd European Mathematical Psychology Group Meeting, Apr 2001, Lisbonne, Portugal. ⟨hal-02139209⟩
  • Philippe Lenca, Philippe Picouet. Why including human-centered processes in KDD?. 18th European Conference on Operational Research, Jul 2001, Rotterdam, Netherlands. ⟨hal-02139213⟩
  • Komate Amphawan, Philippe Lenca, Athasit Surarerks. Efficient mining Top-k regular-frequent itemset using compressed tidsets. PAKDD'11: Workshop on Behavior Informatics, May 2001, Shenzhen, China. pp.159 - 170. ⟨hal-00609549⟩
  • Jean Robert Kala Kamdjoug, Philippe Lenca. A multicriteria aid and multiactor method: determining a corpus of reference actions - Application to the resolution of micro-credit problems. World Multiconference on Systemics, Cybernetics and Informatics, Jul 2000, Orlando, États-Unis. pp.141 - 146. ⟨hal-02142200⟩
  • Philippe Lenca. Une technique d'acquisition automatique des objets de références. ROADEF'99 : 2ème Congrès de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, Jan 1999, Autrans, France. ⟨hal-02148041⟩
  • Elisabeth Le Saux, Philippe Lenca, Jean-Pierre Barthélemy, Philippe Picouet. Updating a rule basis under cognitive constraints : the COMAPS tool. Seventeenth European Annual Conference on Human Decision Making and Manual Control, Dec 1999, Valenciennes, France. pp.3 - 9. ⟨hal-02148228⟩
  • Elisabeth Le Saux, Philippe Lenca, Philippe Picouet, Jean-Pierre Barthélemy. An anthropocentric tool for decision support. Sixteenth International Joint Conference on Artificial Intelligence, Jul 1999, Stockholm, Suède. pp.338 - 343. ⟨hal-02146155⟩
  • Philippe Lenca, Elisabeth Le Saux, Philippe Picouet. Dynamic adaptation of rules bases under cognitive constraints. HCP 99 : Human Centered Processes, Sep 1999, Brest, France. pp.277 - 291. ⟨hal-02161207⟩
  • Pierre Saunier, Philippe Lenca. Quality management of industrial control decisions. European Conference on Operational Research, Jul 1998, Brussels, Belgium. ⟨hal-02149690⟩
  • Philippe Lenca, Pierre Saunier. Recherche de l'information traitée par décideurs experts et des décideurs novices. Journées francophones Sciences de la Cognition vers les applications, Jul 1997, Villeneuve D'Ascq, France. pp.37 - 46. ⟨hal-02150238⟩
  • Philippe Lenca. Acquisition de règles de décision avec le système APACHE : quelques aspects interactifs et réactions des "experts". 43èmes journées du groupe de travail européen "Aide Multicritère à la Décision", Mar 1996, Brest, France. ⟨hal-02269634⟩
  • Philippe Lenca. Extraction de règles de décision en situation d'expertise. Journées sur l'Acquisition, la Validation et l'Apprentissage, Apr 1995, Grenoble, France. ⟨hal-02269617⟩
  • Philippe Lenca. Acquisition de stratégies expertes et compréhension du comportement des consommateurs. Systèmes Intelligents, banque & gestion d'entreprises, transports, Jun 1995, Montpellier, France. pp.367 - 376. ⟨hal-02280805⟩
  • Philippe Lenca. Application of expertise acquisition in savings plans. Gronics'95, Feb 1995, Gronigen, Netherlands. pp.85-92. ⟨hal-01893331⟩
  • Philippe Lenca, Fabrice Guillet. Partition d'un produit direct d'ordres totaux en un nombre minimum de chaînes. Journées mathématiques discrètes et sciences sociales, Jun 1993, Brest, France. ⟨hal-02269875⟩
  • Philippe Lenca, Fabrice Guillet. Discrimination et recherche d'antichaîne. Journées du programme de recherches coordonnées: discrimination Symbolique-Numérique. Saint-Malo, France, Oct 1993, Saint-Malo, France. ⟨hal-02269864⟩

Directions of work or proceedings14 documents

  • Philippe Lenca, Stéphane Lallich. Guest editor's introduction: special issue on quality issues, measures of interestingness and evaluation of data mining models - Journal of Intelligent Information Systems. 45(3), Springer, pp.3, 2015. ⟨hal-01243257⟩
  • Philippe Lenca, Jean-Marc Petit. Guest editor's introduction: special issue on discovery science 2012 - Journal of Intelligent Information Systems. France. 44(2), Springer, pp.191-192, 2015. ⟨hal-01185083⟩
  • Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit. DS 2012 : Discovery Science. France. 7569, Springer-Verlag, pp.329, 2012, Lecture Notes in Computer Science/Lecture Notes in Artificial Intelligence, 978-3-642-33491-7. ⟨10.1007/978-3-642-33492-4⟩. ⟨hal-00797508⟩
  • Thanaruk Theeramunkong, Cholwich Nattee, Paulo J. L. Adeodato, Nitesh Chawla, Peter Christen, et al.. New frontiers in applied data mining. 5669, Springer-Verlag, pp.169, 2010, Lecture Notes in Computer Science/Lecture Notes in Artificial Intelligence, 978-3-642-14639-8. ⟨hal-00515372⟩
  • Robert Stahlbock, Sven F. Crone, Mahmoud Abou-Nasr, Hamid R. Arabnia, Nikolaos Kourentzes, et al.. Proceedings of the 2010 International Conference on Data Mining. CSREA Press, 2010, 1-60132-138-4. ⟨hal-00565946⟩
  • Philippe Lenca, Stéphane Lallich. First Workshop Quality Issues, Measures of Interestingness and Evaluation of data mining models (PAKDD-QIMIE'09), Bangkok, Thailand. 2009. ⟨hal-00608489⟩
  • Philippe Lenca, Stéphane Lallich. Quality issues, measures of interestingness and evaluation of data mining models. Springer, 2009. ⟨hal-00459789⟩
  • Philippe Lenca, Patrick Brézillon, Gilles Coppin. Human centered processes - current trends. France. 23 (4), Hermès, pp.138, 2009, Revue des sciences et technologies de l'information, série Revue d'Intelligence Artificielle. ⟨hal-00459764⟩
  • Philippe Lenca, Stéphane Lallich, Fabrice Guillet. Actes du Quatrième atelier Qualité des Données et des Connaissances (QDC 2008). Université de Sophia Antipolis, pp.101, 2008. ⟨hal-00462378⟩
  • Patrick Brézillon, Gilles Coppin, Philippe Lenca. Human centered processes. France. 1, Télécom Bretagne, 2008, 978-2-908849-22-6. ⟨hal-00473898⟩
  • Philippe Lenca, Stéphane Lallich, Fabrice Guillet. Actes du Troisième atelier QUalité des Données et des Connaissances (QDC 2007). Université de Namur (Fundp), Belgique, pp.75, 2007. ⟨hal-00462377⟩
  • Jacques Janssen, Philippe Lenca. XIth International Symposium on Applied Stochastic Models and Data Analysis. Télécom Bretagne, 2005. ⟨hal-00424324⟩
  • Jean-Pierre Barthélemy, Philippe Lenca. Advances in multicriteria decision aid. ENST Bretagne, pp.232, 2005. ⟨hal-00423950⟩
  • Philippe Lenca. Human centered processes. pp.515, 1999. ⟨hal-01769544⟩

Book sections13 documents

  • Bernard Gourvennec, Mathieu Simonnet, Philippe Lenca. Acceptabilité des objets connectés pour la santé. Gérard Dray et Sylvie Ranwez. Extraction, modélisation, gestion de connaissances dans le domaine de la santé et du risque, Presses des Mines, 2018, 9782356715142. ⟨hal-01957737⟩
  • Romain Billot, Cécile Bothorel, Philippe Lenca. Introduction to Big Data and Its Applications in Insurance. Big Data for Insurance Companies, Big Data, Artificial Intelligence and Data Analysis, 1, ISTE Editions, Wiley, pp.1 - 25, 2018, Innovation, Entrepreneurship and Management, 9781786300737. ⟨hal-01686059⟩
  • Romain Billot, Cécile Bothorel, Philippe Lenca. Introduction au big data et application à l'assurance. Le big data pour les compagnies d'assurance, 1, ISTE Editions, pp.17 - 39, 2017, Innovation, entrepreneuriat et gestion, Série Big Data, IA et analyse de données, 978-1-78405-298-0. ⟨hal-01596095⟩
  • Emilien Gauthier, Laurent Brisson, Philippe Lenca, Stéphane Ragusa. A Nearest Neighbor Approach to Build a Readable Risk Score for Breast Cancer. Mahmoud Abou-Nasr, Stefan Lessmann, Robert Stahlbock, Gary M. Weiss. Real World Data Mining Applications, 17, Springer, pp.249 - 269, 2015, Annals of Information Systems, 978-3-319-07811-3. ⟨10.1007/978-3-319-07812-0_13⟩. ⟨hal-01185081⟩
  • Marine Habart Corlosquet, Jacques Janssen, Philippe Lenca, Raimondo Manca. The Impact of a Pandemic Influenza on Mortality, Temporary Disability and Hospitalization Risks for the Protection Insurance and Hedging Strategies. New Perspectives in Stochastic Modeling and Data Analysis, ISAST, 2014, 6188069874. ⟨hal-01185087⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich. Formal framework for the study of algorithmic properties of objective interestingness measures. Data Mining: Foundations and Intelligent Paradigms, 24, Springer-Verlag, pp.77 - 98, 2012, Intelligent Systems Reference Library, Data Mining: Foundations and Intelligent Paradigms. ⟨hal-00724795⟩
  • Komate Amphawan, Philippe Lenca, Athasit Surarerks. Efficient mining top-k regular-frequent itemset using compressed tidsets. New Frontiers in Applied Data Mining - PAKDD 2011 International Workshops, Shenzhen, China, May 24-27, 2011, Revised Selected Papers, 7104, Springer-Verlag Berlin Heidelberg, pp.124 - 135, 2012, Lecture Notes in Computer Science. ⟨hal-00724797⟩
  • Yannick Le Bras, Philippe Lenca, Stéphane Lallich. Mining interesting rules without support requirement: a general universal existential upward closure property. Data mining, 8 (Part 2), pp.75-98, 2010, Annals of information systems, ⟨10.1007/978-1-4419-1280-0⟩. ⟨hal-00445029⟩
  • Thanh Nghi Do, Philippe Lenca, Stéphane Lallich, Nguyen-Khang Pham. Classifying very-high-dimensional data with random forests of oblique decision trees. Advances in knowledge discovery and management, Springer, pp.39 - 55, 2010, vol. 292 - Studies in computational intelligence, 978-3-642-00579-4. ⟨hal-00523124⟩
  • Benoît Vaillant, Stéphane Lallich, Philippe Lenca. On the behavior of the generalizations of the intensity of implication : a data-driven comparative study. Statistical implicative analysis : theory and applications, 127, Springer, pp.421 - 447, 2008, Studies in computational intelligence, 978-3-540-78982-6. ⟨10.1007/978-3-540-78983-3⟩. ⟨hal-01879301⟩
  • Philippe Lenca, Benoît Vaillant, Patrick Meyer, Stéphane Lallich. Association rule interestingness measures : experimental and theoretical studies. Quality measures in data mining. F. Guillet, H.J. Hamilton, 43, Springer, pp.51 - 76, 2007, Studies in computational intelligence, 978-3-540-44911-9. ⟨10.1007/978-3-540-44918-8⟩. ⟨hal-01373475⟩
  • Philippe Picouet, Philippe Lenca. Extraction de connaissances à partir des données. Bases de données et Internet (ed. Doucet A. et Jomier G.), Hermès, pp.395 - 420, 2001. ⟨hal-01879295⟩
  • Philippe Lenca. Applications of artificial intelligence and cognitive science techniques in banking. Artificial Intelligence in Economics and Managment. An Edited Proceedings on the Fourth International Workshop (Ed: Phillip Eindor), Springer, pp.77 - 90, 1996, 978-0792397618. ⟨10.1007/978-1-4613-1427-1_6⟩. ⟨hal-01896280⟩

Poster communications2 documents

  • Raogo Kabore, Yvon Kermarrec, Philippe Lenca. Performance Comparison For Multi Class Classification Intrusion Detection In SCADA Systems Using Apache Spark. 8th Global Techmining Conference, Sep 2018, Leiden, Netherlands. ⟨hal-01876894⟩
  • Julie Soulas, Philippe Lenca, Komate Amphawan. Habit monitoring over sensor streams. STATLEARN 2016 : Challenging problems in statistical learning, Apr 2016, Vannes, France. ⟨hal-01417261⟩

Preprints, Working Papers, ...2 documents

  • Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca. Community structure: A comparative evaluation of community detection methods. 2019. ⟨hal-01976587⟩
  • Vinh-Loc Dao, Cécile Bothorel, Philippe Lenca. An empirical characterization of community structures in complex networks using a bivariate map of quality metrics. 2018. ⟨hal-01809064⟩

Reports4 documents

  • Guillaume Maze, Herlé Mercier, Ronan Fablet, Philippe Lenca, Jean-François PiollÉ. Fouille de grandes bases de données océaniques : nouveaux défis et solutions. : Compte-rendu factuel de l'école d'été OBIDAM14 organisée par l'Ifremer, le CNRS et Telecom Bretagne, 8-9 septembre 2014, Brest. [Rapport de recherche] Dépt. Logique des Usages, Sciences Sociales et de l'Information (Institut Mines-Télécom-Télécom Bretagne-UEB); Laboratoire de Physique des Océans (UMR CNRS 6523 - IFREMER - Université de Bretagne Occidentale); Dépt. Signal et Communications (Institut Mines-Télécom-Télécom Bretagne-UEB); Centre de données d'Archivage et de Traitement du Laboratoire d'Océanographie Spatiale (IFREMER); Laboratoire en sciences et technologies de l'information, de la communication et de la connaissance (UMR CNRS 6285 - Télécom Bretagne - Université de Bretagne Occidentale - Université de Bretagne Sud). 2014, pp.12. ⟨hal-01185121⟩
  • Guillaume Maze, Herlé Mercier, Ronan Fablet, Philippe Lenca, Jean-François PiollÉ. Brève introduction à la fouille de grandes bases de données océaniques. [Rapport de recherche] Dépt. Logique des Usages, Sciences Sociales et de l'Information (Institut Mines-Télécom-Télécom Bretagne-UEB); Dépt. Signal et Communications (Institut Mines-Télécom-Télécom Bretagne-UEB); Laboratoire de Physique des Océans (UMR CNRS 6523 - IFREMER - Université de Bretagne Occidentale); Centre de données d'Archivage et de Traitement du Laboratoire d'Océanographie Spatiale (IFREMER); Laboratoire en sciences et technologies de l'information, de la communication et de la connaissance (UMR CNRS 6285 - Télécom Bretagne - Université de Bretagne Occidentale - Université de Bretagne Sud). 2014, pp.14. ⟨hal-01185117⟩
  • Benoît Vaillant, Philippe Lenca, Stéphane Lallich. Association rule interestingness measures : an experimental study. [Research Report] Dépt. Logique des Usages, Sciences Sociales et de l'Information (Institut Mines-Télécom-Télécom Bretagne-UBL); Equipe de recherche en ingénierie des connaissances (Université de Lyon 2). 2004, pp.18. ⟨hal-01879293⟩
  • Philippe Lenca, Patrick Meyer, Benoît Vaillant, Stéphane Lallich. A multicriteria decision aid for interestingness measure selection. [Research Report] Dépt. Logique des Usages, Sciences Sociales et de l'Information (Institut Mines-Télécom-Télécom Bretagne-UBL); Faculté des Sciences, de la Technologie et de la Communication (Université du Luxembourg); Equipe de recherche en ingénierie des connaissances (Université de Lyon 2). 2004, pp.30. ⟨hal-01853661⟩