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Keywords

Evaluation Intégrale de Choquet Belief functions Design of complex system Imprecise Assessment Multicriteria decision Multi criteria decision support Contrôle Décision multicritère Choquet integral Machine learning Possibility theory Fuzzy logic Imprecise classification Mechatronic design Imprecise assessment Décision collective Cautious classification Information fusion Débat
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Number of documents

56

Abdelhak IMOUSSATEN

 

IMT Mines Alès
6 avenue de Clavières
30100 ALES

email: @abdelhak.imoussaten

 

Current Position

Assistant professor at IMT Mines Alès.

EuroMov Digital Health in Motion.

research works

My research works fall under two main themes: MCDA (Multiple Criteria Decision Analysis) and uncertainties in IA (artificial intelligence). In MCDA, the aim is to develop multi-criteria decision support tools and methods where the targeted applications are: environmental assessment, waste management, risk management, etc. More specifically, the works focus on the preferences elicitation and preference learning techniques. Concerning uncertainties in AI, it concerns the developments of cautious algorithms for supervised classification or clustering when the data are affected by strong imperfections. The targeted applications are human movement, health and the automatic sorting of plastics for recycling purpose.

Teaching

Multiple criteria decision analysis; uncertainties in IA ; Bayesian Statistics ; Fuzzy Logic ; Operational research.

Journal articles6 documents

  • Abdelhak Imoussaten, Lucie Jacquin. Cautious classification based on belief functions theory and imprecise relabelling. International Journal of Approximate Reasoning, Elsevier, 2022, 142, pp.130-146. ⟨10.1016/j.ijar.2021.11.009⟩. ⟨hal-03472031⟩
  • Lucie Jacquin, Abdelhak Imoussaten, François Trousset, Perrin Didier, Jacky Montmain. Control of waste fragment sorting process based on MIR imaging coupled with cautious classification. Resources, Conservation and Recycling, Elsevier, 2021, 168, pp.art. 105258. ⟨10.1016/j.resconrec.2020.105258⟩. ⟨hal-03019787⟩
  • Emmanuel Vallance, Nicolas Sutton-Charani, Abdelhak Imoussaten, Jacky Montmain, Stéphane Perrey. Combining Internal- and External-Training-Loads to Predict Non-Contact Injuries in Soccer. Applied Sciences, MDPI, 2020, 10 (15), pp.5261. ⟨10.3390/app10155261⟩. ⟨hal-02913576⟩
  • Jacky Montmain, Christophe Labreuche, Abdelhak Imoussaten, François Trousset. Multi-criteria improvement of complex systems. Information Sciences, Elsevier, 2015, 291, pp.61 - 84. ⟨10.1016/j.ins.2014.08.027⟩. ⟨hal-01931419⟩
  • Abdelhak Imoussaten, Jacky Montmain, Gilles Mauris. A Multicriteria Decision Support System using a Possibility Representation for Managing Inconsistent Assessments of Experts Involved in Emergency Situations. International Journal of Intelligent Systems, Wiley, 2014, 29 (1), pp.50-83. ⟨10.1002/int.21627⟩. ⟨hal-00944146⟩
  • Pierre Couturier, Mambaye Lo, Abdelhak Imoussaten, Vincent Chapurlat, Jacky Montmain. Tracking the consequences of design decisions in mechatronic systems engineering. Mechatronics, Elsevier, 2014, 24 (7), pp.763 - 774. ⟨10.1016/j.mechatronics.2014.03.004⟩. ⟨hal-00840436⟩

Conference papers46 documents

  • Jacky Montmain, Abdelhak Imoussaten, Sébastien Harispe. On the notion of influence in sensory analysis. IPMU 2022 - Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2022, Milan, Italy. ⟨10.1007/978-3-031-08974-9_15⟩. ⟨hal-03711235⟩
  • Abdelhak Imoussaten. Choosing the Decision Hyper-parameter for Some Cautious Classifiers. IPMU 2022 - Information Processing and Management of Uncertainty in Knowledge-Based Systems, Jul 2022, Milan, Italy. pp.774-787, ⟨10.1007/978-3-031-08974-9_61⟩. ⟨hal-03712660⟩
  • Abdelhak Imoussaten. Practical extension of MACBETH methodology to deal with sophisticated preferences’ models. FUZZ-IEEE 2022 - 2022 IEEE International Conference on Fuzzy Systems, Jul 2022, Padova, Italy. ⟨hal-03714498⟩
  • Abdelhak Imoussaten. Étude du paramètre modélisant le compromis entre prudence et pertinence pour certains classifieurs imprécis. LFA’2021 - 30èmes Rencontres Francophones sur la Logique Floue et ses Applications, Oct 2021, Paris, France. ⟨hal-03466855⟩
  • Jacky Montmain, Abdelhak Imoussaten, Sébastien Harispe. Notion d’influence dans l’analyse sensorielle. LFA’2021 - 30èmes Rencontres Francophones sur la Logique Floue et ses Applications, Oct 2021, Paris, France. ⟨hal-03466852⟩
  • Abdelhak Imoussaten, Pierre Couturier, Jacky Montmain. Introducing the difficulty of implementing alternatives in the multiple criteria decision problems. FUZZ 2020 - IEEE International Conference on Fuzzy Systems, Jul 2020, Glasgow, United Kingdom. ⟨10.1109/FUZZ48607.2020.9177721⟩. ⟨hal-02913759⟩
  • Lucie Jacquin, Abdelhak Imoussaten, Sébastien Destercke. Traitement du problème d’optimisation de mélange dans le cas de données incertaines via les fonctions de croyance. 29èmes Rencontres Francophones sur la Logique Floue et ses Applications (LFA 2020), Oct 2020, Sète, France. ⟨hal-02969181⟩
  • Lucie Jacquin, Abdelhak Imoussaten, Sébastien Destercke, François Trousset, Jacky Montmain, et al.. Manipulating Focal Sets on the Unit Simplex : Application to Plastic Sorting. IEEE International Conference on Fuzzy Systems (FUZZ 2020), Jul 2020, Glasgow, United Kingdom. pp.1-7, ⟨10.1109/FUZZ48607.2020.9177539⟩. ⟨hal-02529955⟩
  • Lucie Jacquin, Abdelhak Imoussaten, Sébastien Destercke. Handling Mixture Optimisation Problem Using Cautious Predictions and Belief Functions. 18th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2020), Jun 2020, Lisboa, Portugal. pp.394-407, ⟨10.1007/978-3-030-50143-3_30⟩. ⟨hal-02872104⟩
  • Pierre Couturier, Abdelhak Imoussaten, Jacky Montmain. Orienting product performance improvement: application to mechatronics. 20th International Conference on Research and Education in Mechatronics (REM), May 2019, Wels, Austria. ⟨10.1109/REM.2019.8744137⟩. ⟨hal-02098628⟩
  • Abdelhak Imoussaten, Jacky Montmain. The worth index based on the credibility index. European Working Group Multiple Creteria Decision Analysis, Apr 2019, Trento, Italy. ⟨hal-02144096⟩
  • Cyprien Neverov, Chihab Khnifass, Papa Beye, Nicolas Sutton-Charani, Abdelhak Imoussaten, et al.. Modélisation incertaine à partir de mesures non-reproductibles. Application à la comparaison de pression exercée par des matelas. LFA 2019 - 28ème Rencontres Francophones sur la Logique Floue et ses Applications, Nov 2019, Alès, France. ⟨hal-02294372⟩
  • Abdelhak Imoussaten, Jacky Montmain. A debate model for cooperative agents to achieve common objectives. The 11th Conference of the European Society for Fuzzy Logic and Technology, Sep 2019, Prague, Czech Republic. ⟨hal-02146128⟩
  • Abdelhak Imoussaten, Jacky Montmain. Preference learning within non-additive aggregation MCDA methods. EWG-MCDA 90 - 90th Meeting of the European Working Group on Multiple Criteria Decision Aiding, Sep 2019, Brest, France. ⟨hal-02294259⟩
  • Lucie Jacquin, Abdelhak Imoussaten, François Trousset, Jacky Montmain, Perrin Didier. Evidential classification of incomplete data via imprecise relabelling : Application to plastic sorting. SUM 2019 - The 13th international conference on Scalable Uncertainty Management, Dec 2019, Compiègne, France. ⟨10.1007/978-3-030-35514-2_10⟩. ⟨hal-02299144⟩
  • Pierre Couturier, Abdelhak Imoussaten, Jacky Montmain. Formalisation possibiliste du dilemme volonté /capacité à faire. LFA 2019 - 28ème Rencontres Francophones sur la Logique Floue et ses Applications, Nov 2019, Alès, France. ⟨hal-02294273⟩
  • Cécile L 'Héritier, Sébastien Harispe, Abdelhak Imoussaten, Gilles Dusserre, Benoit Roig. Selecting Relevant Association Rules From Imperfect Data. 13th international conference on Scalable Uncertainty Management (SUM 2019), Dec 2019, Compiègne, France. ⟨10.1007/978-3-030-35514-2_9⟩. ⟨hal-02309641⟩
  • Abdelhak Imoussaten, Pierre Couturier, Jacky Montmain. A possibility theory based-approach of decision making in preliminary design. 9e colloque IMT - Systèmes de production du futur : Quelle ingénierie et quel pilotage pour quelles transformations ? [Session Chaîne numérique et Ingénierie Produit/Process], Oct 2018, Paris, France. ⟨hal-02929990⟩
  • Cécile L 'Héritier, Abdelhak Imoussaten, Sébastien Harispe, Gilles Dusserre. Identification de l’information pertinente pour la prise de décision : Application à la logistique humanitaire. 27èmes rencontres francophones sur la logique floue et ses applications (LFA), 2018, Nov 2018, Arras, France. ⟨hal-01923260⟩
  • Cécile L 'Héritier, Sébastien Harispe, Abdelhak Imoussaten, Gilles Dusserre, Benoit Roig. Etude d'une approche de Retour d'Expérience pour la découverte d'enseignements génériques dans le domaine humanitaire. 29es Journées Francophones d'Ingénierie des Connaissances, IC 2018, AFIA, Jul 2018, Nancy, France. pp.87-94. ⟨hal-01839557⟩
  • Nicolas Sutton-Charani, Abdelhak Imoussaten, Sébastien Harispe, Jacky Montmain. Evidential Bagging: Combining Heterogeneous Classifiers in the Belief Functions Framework. 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⟩. ⟨hal-02294352⟩
  • Cécile L 'Héritier, Abdelhak Imoussaten, Sébastien Harispe, Gilles Dusserre. Identifying criteria most influencing strategy performance: Application to humanitarian logistical strategy planning. 19th International Conference on Information Processing and Management of Uncertainty in Knowledge- Based Systems (IPMU), 2018, Jun 2018, Cádiz, Spain. ⟨10.1007/978-3-319-91479-4_10⟩. ⟨hal-01923303⟩
  • Diadié Sow, Abdelhak Imoussaten, Pierre Couturier, Jacky Montmain. Une approche possibiliste pour identifier les performances à améliorer dans le contexte incertain de la phase préliminaire de la conception. LFA 2017, Oct 2017, Amiens, France. ⟨hal-01929270⟩
  • Diadie Sow, Abdelhak Imoussaten, Pierre Couturier, Jacky Montmain. A Possibilistic Framework for Identifying the Performance to be Improved in the Imprecise Context of Preliminary Design Stage. CIVEMSA 2017, Jun 2017, Annecy, France. ⟨10.1109/CIVEMSA.2017.7995301⟩. ⟨hal-01556487⟩
  • Diadié Sow, Abdelhak Imoussaten, Jacky Montmain, Pierre Couturier. A Possibilistic Approach to Set Achievable and Feasible Goals while Designing Complex Systems. 20th World Congress of the International Federation of Automatic Control, Apr 2017, Toulouse, France. pp.14218 - 14223, ⟨10.1016/j.ifacol.2017.08.2094⟩. ⟨hal-01929387⟩
  • Benjamin Duthil, Abdelhak Imoussaten, Jacky Montmain. A text-mining and possibility theory based model using public reports to highlight the sustainable development strategy of a city. CIVEMSA 2017, Jun 2017, Annecy, France. ⟨10.1109/CIVEMSA.2017.7995298⟩. ⟨hal-01556483⟩
  • Diadie Sow, Abdelhak Imoussaten, Pierre Couturier, Jacky Montmain. Une approche possibiliste pour identifier les performances à améliorer dans le contexte incertain de la phase préliminaire de la conception. Rencontre francophone sur la Logique Floue et ses applications LFA, 2017, Amiens, France. ⟨hal-01933801⟩
  • Diadie Sow, Pierre Couturier, Abdelhak Imoussaten, Jacky Montmain. A qualitative evaluation of mechatronic concepts. 2016 11th France-Japan & 9th Europe-Asia Congress on Mechatronics (MECATRONICS) /17th Internationall Conference on Research and Education in Mechatronics (REM), Jun 2016, Compiègne, France. ⟨10.1109/MECATRONICS.2016.7547139⟩. ⟨hal-01926547⟩
  • Abdelhak Imoussaten, Benjamin Duthil, François Trousset, Jacky Montmain. Automated extraction of multicriteria assessments for allocating realistic and prioritized targets in tourism applications. Rencontre francophone sur la Logique Floue et ses applications LFA, 2016, La Rochelle, France. ⟨hal-01933811⟩
  • Diadié Sow, Abdelhak Imoussaten, Jacky Montmain, Pierre Couturier. A qualitative approach to set achievable goals during the design phase of complex systems. IPMU, Jun 2016, Eindhoven, Netherlands. ⟨10.1007/978-3-319-40581-0_34⟩. ⟨hal-01929424⟩
  • Sébastien Harispe, Abdelhak Imoussaten, François Trousset, Jacky Montmain. Utilisation des fonctions de croyance pour l’estimation du contenu informationnel des concepts d’une ontologie. Rencontre francophone sur la Logique Floue et ses applications LFA, 2015, Poitiers, France. ⟨hal-01933875⟩
  • Pierre Couturier, Abdelhak Imoussaten. A qualitative method for evaluation in conceptual design. INCOM2015, May 2015, Ottawa, Canada. ⟨10.1016/j.ifacol.2015.06.168⟩. ⟨hal-01945724⟩
  • Sébastien Harispe, Abdelhak Imoussaten, François Trousset, Jacky Montmain. On the consideration of a bring-to-mind model for computing the information content of concepts defined into ontologies. 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Aug 2015, Istanbul, Turkey. ⟨10.1109/FUZZ-IEEE.2015.7337964⟩. ⟨hal-01485047⟩
  • Diadié Sow, Abdelhak Imoussaten, Pierre Couturier, Jacky Montmain. Entre volonté et capacité : comment définir des objectifs atteignables. 24ème Conférence sur la Logique Floue et ses Applications (LFA 2015), Nov 2015, Poitiers, France. ⟨hal-01929469⟩
  • Abdelhak Imoussaten, Benjamin Duthil, François Trousset, Jacky Montmain. A highly automated recommender system based on a possibilistic interpretation of a sentiment analysis. 15th International Conference on Information processing and Management of uncertainty in Knowledge-Based Systems, IPMU 2014, 2014, Montpellier, France. ⟨10.1007/978-3-319-08795-5_55⟩. ⟨hal-01933890⟩
  • Abdelhak Imoussaten, Benjamin Duthil, François Trousset, Jacky Montmain. Interprétation possibiliste d’une analyse de sentiments multicritère pour un système de recommandation sur le web. Rencontre francophone sur la Logique Floue et ses applications LFA, 2013, Reims, France. ⟨hal-01934211⟩
  • Abdelhak Imoussaten, Jacky Montmain, Agnès Rico, Fabien Rico. Un modèle dynamique pour la simulation de l'issue d'un débat. LFA 2010, Apr 2013, Lannion, France. pp.8. ⟨hal-00808626⟩
  • Juliette Cerceau, Abdelhak Imoussaten, Guillaume Junqua, Nicolas Mat, Jacky Montmain, et al.. Mise en œuvre de l'écologie industrielle et territoriale par une aide multicritère à la décision de groupe. Coleit 2011, Oct 2012, Troys, France. pp.9. ⟨hal-00809072⟩
  • Abdelhak Imoussaten, François Trousset, Jacky Montmain. Amélioration de la performance : entre stratégie collective et intérêts individuels. ROADEF 2011, Mar 2011, Saint etienne, France. pp.2. ⟨hal-00809051⟩
  • Abdelhak Imoussaten, François Trousset, Jacky Montmain. Improving performances in a company when collective strategy comes up against individual interests. European Society for Fuzzy Logic and Technology (Eusflat), 2011, France. pp.1. ⟨hal-00808625⟩
  • Abdelhak Imoussaten, Jacky Montmain, Agnès Rico, Fabien Rico. A dynamical model for simulating a debate outcome. 3rd International Conference on Agents and Artificial Intelligence, ICAART 2011, 2011, Rome, Italy. pp.1. ⟨hal-00808629⟩
  • Abdelhak Imoussaten, Jacky Montmain, François Trousset, Christophe Labreuche. Multi-criteria improvement of options. European Society for Fuzzy Logic and Technology, 2011, France. pp.1. ⟨hal-00808605⟩
  • Abdelhak Imoussaten, Jacky Montmain. Managerial and implementation aspects in the design of an industrial performance improvement project: Conflicts and complementarities. 2èmes Journées d'étude du management des technologies organisationnelles, 2009, France. pp.1. ⟨hal-00808643⟩
  • Abdelhak Imoussaten, Jacky Montmain, Eric Rigaud. Interactions in a Collaborative Decision-Making Process: Disturbances or Control Variables?. COGIS'09 - COGnitive systems with Interactive Sensors, Nov 2009, Paris, France. ⟨hal-00777857⟩
  • Abdelhak Imoussaten, Jacky Montmain, Eric Rigaud. Modèle d'influence pour le pilotage d'une décision de groupe. Logique floue et ses applications, Nov 2009, Annecy, France. pp.8. ⟨hal-00808617⟩
  • Abdelhak Imoussaten, Jacky Montmain, Eric Rigaud. Modèle d'influence pour le pilotage d'une décision de groupe. Rencontres Francophones sur la Logique Floue et ses Applications - LFA 2009, Nov 2009, Annecy, France. ⟨hal-00777852⟩

Poster communications1 document

  • Emmanuel Vallance, Nicolas Sutton-Charani, Abdelhak Imoussaten, Jacky Montmain, Stéphane Perrey. Machine learning approach for predicting injury in soccer from external and internal training loads. ACAPS 2019 - 18th Congress of the ACAPS in Paris, from the 29 - 31 October,, Oct 2019, Paris, France. 2019. ⟨hal-02416517⟩

Book sections2 documents

  • Abdelhak Imoussaten. An Approach Based on MCDA and Fuzzy Logic to Select Joint Actions.. Scalable Uncertainty Management, 2018, Lecture Notes in Artifical Intelligence (LNAI) series., ⟨10.1007/978-3-030-00461-3_10⟩. ⟨hal-01945317⟩
  • Abdelhak Imoussaten, Jacky Montmain, Agnès Rico, Fabien Rico. A time-varying model to simulate a collective decisional problem.. Communications in Computer and Information Science, Springer, pp.56-71, 2013. ⟨hal-00808600⟩

Theses1 document

  • Abdelhak Imoussaten. Modélisation et pilotage de la phase de délibération dans une décision collective : vers le management d'activités à risques. Gestion et management. École Nationale Supérieure des Mines de Paris, 2011. Français. ⟨NNT : 2011ENMP0048⟩. ⟨pastel-00658558⟩