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Jacky Montmain

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Identifiants chercheurs

Présentation

IMT Mines Alès 6 avenue de Clavières 30100 ALES Email: jacky.montmain@mines-ales.fr ### CURRENT POSITION Professor at the IMT Mines Alès Engineering School EuroMOv Digital health in Motion, Deputy director Centre d'enseignement et de recherche en Informatique et Systèmes director ### AREAS of EXPERTISE Artificial Intelligence, Decision-Making Support System, Knowledge representation, Multicriteria analysis, Multi Attributes Optimization, Uncertainty Theories, Approximate Reasoning, Fuzzy Logic Diagnosis and Supervision, Performance Improvement and Optimization, Man/Machine Interaction ### EDUCATIONAL BACKGROUND **2000** Habilitation à Diriger des Recherches from the Grenoble National Polytechnic Institute (Authority to Supervise Research Diploma) (specialty: Artificial Intelligence and Control) **1992** Ph.D. degree from the Grenoble National Polytechnic Institute - (specialty: Control and Signal Processing) **1987** Master’s degree from the Ecole Nationale Supérieure d’Ingénieurs Electriciens de Grenoble (specialty: Control) ### ### PROFESSIONAL BACKGROUND ### Since january 2021 ### Deputy director of the joint research unit EuroMov Digital in Motion - Our scientific manifesto is: Cross-fertilize artificial intelligence, movement and clinical sciences to uncover health-oriented behavioural and digital plasticity. We focus on "Digital Health in Motion", to computationally understand the aetiology of healthy and unhealthy human movement and its determinants, as a source of inspiration for cognitive automation ### From 2005 to 2021 ### Professor at IMT Mines Alès Engineering School - Laboratory Génie Informatique et d’Ingénierie de la Production (LGI2P) - Director of the laboratory LGI2P from 2017 to 2021 - Leader of the Knowledge representation and Image analysis for Decision Research Team (KID): 16 teachers-researchers, 1 engineer and 15 PhD students from 2008 to 2020 - KID team developed information processing tools and methods to facilitate human decision making, to make it safer and more efficient. The goal was to transform data into semantic entities that support human decisions, i.e. actionable knowledge. Three themes were distinguished Knowledge discovery and representation (from character strings to concepts); Image analysis (from pixels to informative primitives); Decision-making (decision-making support and operational research). The KID team therefore contributed to the scientific uniting project of the laboratory: Cognitive Automation - Setting up the LGI2P application forms for the Evaluation Agency for Research and Higher Education (AERES) in 2009, 2013 and 2020 - Leader of the Research Project MATRICS (Multicriteria Analysis Technics for Risk Investigation in Complex Systems) until 2008 - PhD supervisor (17 and 4 underway at the present time) - Current research topics: machine learning, hierarchical classification, word embedding, natural language processing, multicriteria decision-making, group decision, approximate reasoning (ontology based inference and fuzzy representations), fuzzy integrals - Contributor or coordinator of research projects in the field of data-processing, clustering and classification techniques, preferences modeling, knowledge representation, and natural language processing... ### From 1999 to 2005 : ### Research Engineer at the French Atomic Energy Commission (CEA), loaned to IMT Mines Alès in a mixed research unit on Complex Systems CEA Senior Expert in the filed "Mathematics and Computer Science – Process control and Signal Processing" – topic "Decision in uncertain environment”. - Leader of the Research Team Knowledge and Complexity (11 teachers-researchers and 8 PhD students) until 2004 and later, Leader of the Research Project MATRICS at the LGI2P laboratory - PhD supervisor (5) - Habilitation à Diriger des Recherches (HDR) from the Grenoble National Polytechnic Institute (Authority to Supervise Research Diploma) - specialty: Artificial Intelligence and Control – HDR Topic "Process Control and Artificial Intelligence Representations for Industrial Supervision" (2000) - Founding member of the research group IMALAIA (french GdR Control research network) – Field of research: a comparative analysis of the model based diagnosis approach from the Artificial Intelligence and Automatic Control perspective ### From 1991 to 1999 : ### Research Engineer at the French Atomic Energy Commission (CEA) at the Marcoule Site (South of France) - PhD supervisor (4) - Coordinator of the SUP-R2 Project since 1995 (80 man-month project) on behalf of the La Hague nuclear reprocessing plant: on-line diagnosis and supervision in nuclear industrial context ### From 1988 to 1991 : ### PhD student at the French Atomic Energy Commission (CEA) - Specialty Process control and Signal Processing from the National Polytechnic Institute - PhD thesis topic: Causal reasoning and qualitative modeling for the on-line diagnosis of continuous industrial processes

Publications

sebastien-harispe
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Analyse automatique d’arguments et apprentissage multi-tâches : un cas d’étude

Jean-Christophe Mensonides , Sébastien Harispe , Jacky Montmain , Véronique Thireau
Revue Ouverte d'Intelligence Artificielle, 2022, 3 (3-4), pp.201-222. ⟨10.5802/roia.29⟩
Article dans une revue hal-03638222v1
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Identification of Judicial Outcomes in Judgments: A Generalized Gini-PLS Approach

Gildas Tagny-Ngompé , Stéphane Mussard , Guillaume Zambrano , Sébastien Harispe , Jacky Montmain
Stats, 2020, 3 (4), pp.427-443. ⟨10.3390/stats3040027⟩
Article dans une revue hal-02951006v1
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Fast and reliable inference of semantic clusters

Nicolas Fiorini , Sébastien Harispe , Sylvie Ranwez , Jacky Montmain , Vincent Ranwez
Knowledge-Based Systems, 2016, 111, pp.133-143. ⟨10.1016/j.knosys.2016.08.008⟩
Article dans une revue hal-01506505v1
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Un modèle probabiliste pour la detection de l'incertitude dans le langage naturel

Pierre-Antoine Jean , Sébastien Harispe , Sylvie Ranwez , Patrice Bellot , Jacky Montmain
Document numérique - Revue des sciences et technologies de l'information. Série Document numérique, 2016, 19-2016 (2-3), pp.9-29. ⟨10.3166/dn.19.2-3.53-73⟩
Article dans une revue hal-01479299v1
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The Semantic Measures Library and Toolkit: fast computation of semantic similarity and relatedness using biomedical ontologies

Sébastien Harispe , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain
Bioinformatics, 2014, 30 (5), pp.740-742. ⟨10.1093/bioinformatics/btt581⟩
Article dans une revue hal-01059329v1
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A framework for unifying ontology-based semantic similarity measures: A study in the biomedical domain

Sébastien Harispe , David Sánchez , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain
Journal of Biomedical Informatics, 2014, 48, pp.38-53. ⟨10.1016/j.jbi.2013.11.006⟩
Article dans une revue hal-01059534v1

On the notion of influence in sensory analysis

Jacky Montmain , Abdelhak Imoussaten , Sébastien Harispe
IPMU 2022 - Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2022, Milan, Italy. ⟨10.1007/978-3-031-08974-9_15⟩
Communication dans un congrès hal-03711235v1
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Notion d’influence dans l’analyse sensorielle

Jacky Montmain , Abdelhak Imoussaten , Sébastien Harispe
LFA’2021 - 30èmes Rencontres Francophones sur la Logique Floue et ses Applications, Oct 2021, Paris, France
Communication dans un congrès hal-03466852v1
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Automatic Detection and Classification of Argument Components using Multi-task Deep Neural Network

Jean-Christophe Mensonides , Sébastien Harispe , Jacky Montmain , Véronique Thireau
3rd International Conference on Natural Language and Speech Processing, Sep 2019, Trento, Italy
Communication dans un congrès hal-02292945v1
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Impact des mesures de similarité sémantique dans un algorithme de partitionnement : d’un cas biomédical à la détection de comportements de consommation

Jocelyn Poncelet , Pierre-Antoine Jean , Jacky Montmain , François Trousset , Sébastien Harispe
SFC 2019 - XXVIe Rencontres de la Société Francophone de Classification, Sep 2019, Nancy, France
Communication dans un congrès hal-02292992v1
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Evidential Bagging: Combining Heterogeneous Classifiers in the Belief Functions Framework

Nicolas Sutton-Charani , Abdelhak Imoussaten , Sébastien Harispe , Jacky Montmain
17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018), Jun 2018, Cadix, Spain. ⟨10.1007/978-3-319-91473-2_26⟩
Communication dans un congrès hal-02294352v1

Réseaux de neurones récurrents multi-tâches pour l’analyse automatique d’arguments

Jean-Christophe Mensonides , Sébastien Harispe , Jacky Montmain , Véronique Thireau
Conférence Nationale d'Intelligence Artificielle (CNIA) 2018, Jul 2018, Nancy, France
Communication dans un congrès hal-01923251v1
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Gérer l'incertitude lors de l'extraction de relations et lors de l'inférence de nouvelles connaissances

Pierre-Antoine Jean , Sébastien Harispe , Patrice Bellot , Sylvie Ranwez , Jacky Montmain
COnférence en Recherche d'Informations et Applications - CORIA 2017, Mar 2017, Marseille, France
Communication dans un congrès hal-01663958v1

Reconnaissance de sections et d'entités dans les décisions de justice : application des modèles probabilistes hmm et crf

Gildas Tagny Ngompé , Sébastien Harispe , Guillaume Zambrano , Jacky Montmain , Stéphane Mussard
Extraction et Gestion des Connaissances - EGC 2017. , Jan 2017, Grenoble, France
Communication dans un congrès hal-01485019v1

Étude d’un modèle d’inférence de connaissances à partir de textes

Pierre-Antoine Jean , Sébastien Harispe , Sylvie Ranwez , Patrice Bellot , Jacky Montmain
14e édition de CORIA 2017 (COnférence en Recherche d’Information et Applications), Mar 2017, Marseille, France. pp.201-217
Communication dans un congrès hal-01850240v1
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Eliciting Implicit Evocations Using Word Embeddings and Knowledge Representation

Sébastien Harispe , Medjkoune Massissilia , Jacky Montmain
International Conference on Scalable Uncertainty Management SUM 2017, Oct 2017, Granada, Spain. ⟨10.1007/978-3-319-67582-4_6⟩
Communication dans un congrès hal-01663932v1

Detecting sections and entities in court decisions using HMM and CRF graphical models

Gildas Tagny Ngompe , Sébastien Harispe , Jacky Montmain , Guillaume Zambrano , Stephane Mussard
Conférence Extraction et Gestion des Connaissances, Université Grenoble alpes (UGA), Jan 2017, Grenoble, France
Communication dans un congrès hal-02101479v1
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Development of a method to evaluate odour quality based on non-expert analysis

Stéphane Cariou , Mathilde Chaignaud , Massissilia Medjkoune , Sébastien Harispe , Jacky Montmain
15th International Conference on Environmental Science And Technology (CEST 2017), Aug 2017, Rhodes, Greece
Communication dans un congrès hal-01663972v1
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Summarizing conceptual descriptions using knowledge representations

Sébastien Harispe , Jacky Montmain , Medjkoune Massissilia
2016 IEEE Symposium Series on Computational Intelligence (SSCI), Dec 2016, Athènes, Greece. pp.1-8, ⟨10.1109/SSCI.2016.7850024⟩
Communication dans un congrès hal-01484959v1
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Analyse sémantique d’un corpus exhaustif de décisions jurispridentielles pour le développement d’un modèle prédictif du risque judiciaire

Gildas Tagny Ngompé , Sébastien Harispe , Jacky Montmain , Stéphane Mussard , Guillaume Zambrano
L’anticipation de la répression : innovation ou régression ?, Jun 2016, Montpellier, France
Communication dans un congrès hal-01485030v1

Un modèle probabiliste pour la détection de l'incertitude dans le langage naturel

Pierre-Antoine Jean , Sébastien Harispe , Sylvie Ranwez , Patrice Bellot , Jacky Montmain
COnférence en Recherche d’Information et Applications (CORIA 2016), 2016, Toulouse, France. 16 p
Communication dans un congrès hal-01490084v1

Uncertainty detection in natural language: a probabilistic model

Pierre-Antoine Jean , Sébastien Harispe , Sylvie Ranwez , Patrice Bellot , Jacky Montmain
WIMS '16 Proceedings of the 6th International Conference on Web Intelligence, Mining and Semantics, Jun 2016, Nîmes, France. ⟨10.1145/2912845.2912873⟩
Communication dans un congrès hal-01484994v1
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Towards a non-oriented approach for the evaluation of odor quality

Massissilia Medjkoune , Sébastien Harispe , Jacky Montmain , Stéphane Cariou , Jean-Louis Fanlo
International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems IPMU 2016, Jun 2016, Eindhoven, Netherlands. ⟨10.1007/978-3-319-40596-4_21⟩
Communication dans un congrès hal-01485002v1

Gérer l'incertitude au cours du processus d'extraction de connaissances à partir de textes

Pierre-Antoine Jean , Sébastien Harispe , Sylvie Ranwez , Jacky Montmain , Patrice Bellot
Treizièmes Rencontres des Jeunes Chercheurs en Intelligence Artificielle (RJCIA 2015), Jun 2015, Rennes, France
Communication dans un congrès hal-01178892v1
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On the consideration of a bring-to-mind model for computing the information content of concepts defined into ontologies

Sébastien Harispe , Abdelhak Imoussaten , François Trousset , Jacky Montmain
2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Aug 2015, Istanbul, Turkey. ⟨10.1109/FUZZ-IEEE.2015.7337964⟩
Communication dans un congrès hal-01485047v1
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Utilisation des fonctions de croyance pour l’estimation du contenu informationnel des concepts d’une ontologie

Sébastien Harispe , Abdelhak Imoussaten , François Trousset , Jacky Montmain
Rencontre francophone sur la Logique Floue et ses applications LFA, 2015, Poitiers, France
Communication dans un congrès hal-01933875v1

USI at BioASQ 2015: a Semantic Similarity-Based Approach for Semantic Indexing

Nicolas Fiorini , Sylvie Ranwez , Sébastien Harispe , Jacky Montmain , Vincent Ranwez
Conference and Labs of the Evaluation Forum (CLEF 2015), Sep 2015, Toulouse, France
Communication dans un congrès hal-02740073v1
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Annotation sémantique de clusters

Nicolas Fiorini , Sébastien Harispe , Sylvie Ranwez , Jacky Montmain , Vincent Ranwez
16e conférence Roadef, Société Française de Recherche Opérationnelle et Aide à la Décision, Feb 2015, Marseille, France
Communication dans un congrès hal-01140959v1

Robust Selection of Domain-specific Semantic Similarity Measures from Uncertain Expertise

Stefan Janaqi , Sébastien Harispe , Sylvie Ranwez , Jacky Montmain
IPMU 2014, 15th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2014, Montpellier, France. pp.1-10, ⟨10.1007/978-3-319-08852-5_1⟩
Communication dans un congrès hal-01059564v1

The Semantic Measures Library: Assessing Semantic Similarity from Knowledge Representation Analysis

Sébastien Harispe , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain
NLDB 2014, the 19th International Conference on Application of Natural Language to Information Systems, Jun 2014, Montpellier, France. pp.254-257, ⟨10.1007/978-3-319-07983-7_37⟩
Communication dans un congrès hal-01059488v1
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Sélection Robuste de Mesures de Similarité Sémantique à partir de Données Incertaines d'Expertise

Stefan Janaqi , Sébastien Harispe , Jacky Montmain , Sylvie Ranwez
Logique Floue et Applications - LFA 2014, Oct 2014, Cargèse, France
Communication dans un congrès hal-01113309v1
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From Theoretical Framework To Generic Semantic Measures Library

Sébastien Harispe , Stefan Janaqi , Sylvie Ranwez , Jacky Montmain
ODBase 2013, 12th International Conference on Ontologies, Data Bases, and Applications of Semantics, Sep 2013, Graz, Austria. pp.739-742, ⟨10.1007/978-3-642-41033-8_98⟩
Communication dans un congrès hal-01061683v1

Semantic Measures Based on RDF Projections: Application to Content-Based Recommendation Systems

Sébastien Harispe , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain
On the Move to Meaningful Internet Systems: OTM 2013, Sep 2013, Graz, Austria. pp.606-615
Communication dans un congrès hal-01061669v1
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Mesures sémantiques basées sur la notion de projection RDF Mesures sémantiques basées sur la notion de projection RDF pour les systèmes de recommandation

Sébastien Harispe , Sylvie Ranwez , Stefan Janaqi , Jacky Montmain
IC - 24èmes Journées francophones d'Ingénierie des Connaissances, Jul 2013, Lille, France
Communication dans un congrès hal-01107319v1

Un outil de catégorisation conceptuelle des formations professionnelles

Mohamed Nader Jelassi , Sylvie Ranwez , Sébastien Harispe , Jacky Montmain , Christophe Blondeau
Catherine Roussey. 28es Journées francophones d'Ingénierie des Connaissances IC 2017, Jul 2017, Caen, France. , pp.241-244, Actes IC 2017 28es Journées francophones d'Ingénierie des Connaissances
Poster de conférence hal-01570834v1