
Wassila Ouerdane
Présentation
I am Full Professor in computer science at CentraleSupélec, Paris-Saclay University and a member of the MICS (Mathématiques et Informatique pour la Complexité et les Systèmes) Lab, within the Research Group LOGIMICS (LOGIcal approaches for Modelling, data Interpretation and Complex Systems) since February 2024. Before I was an Associate Professor (HDR) in Computer Science in the same Lab. Previously, I was in the Industrial Engineering Lab at CentraleSupélec (Spet. 2010- January 2019), within the Decision Aid team. I hold a PhD on Computer Science from University of Paris Dauphine in December 2009, on the subject "Multiple Criteria Decision Aiding: a dialectical Perspective". My research activities are across two fields: Artificial Intelligence and Decision Theory. I am interested in questions related to Knowledge Representation and Reasoning within the context of Explainable AI, with aim of using formal tools from AI (argumentation theory) and Decision theory to both specify agent reasoning (resolving conflicts, explaining decisions, etc.) and facilitate agent interaction (dialogue protocol). I am also interested by applying decision aiding methodologies within real context.
Research Interests:
- Explainbale AI
- Knowledge representation and Reasoning
- Decision Aiding
- Preference elicitation and Learning
Web site: https://wassilaouerdane.github.io
Publications
Publications
|
Interpretable image classification through an argumentative dialog between encoders27TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, Oct 2024, Saint-Jacques de Compostelle, Spain. pp.3316-3323, ⟨10.3233/FAIA240880⟩
Communication dans un congrès
hal-04673794
v2
|
|
Counterfactual Explanations for Workforce Scheduling and Routing ProblemsICORES 2023 - 12th International Conference on Operations Research and Enterprise Systems, Feb 2023, Lisbon, Portugal. pp.50-61, ⟨10.5220/0011639900003396⟩
Communication dans un congrès
hal-04016553
v1
|
|
Caractérisation des fausses nouvelles Une approche basée sur la modélisation conceptuelle41st INFORSID 2023, May 2023, La Rochelle, France. pp.103-104
Communication dans un congrès
hal-04453332
v1
|
|
Génération d'explications de différentes natures pour les utilisateurs d'outils d'optimisation : application au problème de planification d'employés mobilesROADEF 2023 - 24e congrès de la Société Française de Recherche Opérationnelle et Aide à la Décision, Feb 2023, Rennes, France
Communication dans un congrès
hal-04389330
v1
|
|
Explication de recommandations issues d’un modèle additif : de la conceptualisation à l’évaluation24e congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF 2023), ROADEF, Feb 2023, Rennes, France
Communication dans un congrès
hal-04108900
v1
|
|
A Conceptual Characterization of Fake News: A Positioning Paper16th International Conference on Research Challenges in Information Science (RCIS'22), May 2022, Barcelone, Spain. ⟨10.1007/978-3-031-05760-1_41⟩
Communication dans un congrès
hal-03679073
v1
|
|
Characterizing Fake News: A Conceptual Modeling-based ApproachER 2022 - 41st International Conference on Conceptual Modeling, Oct 2022, Hyderabad, India. ⟨10.1007/978-3-031-17995-2_9⟩
Communication dans un congrès
hal-03697974
v1
|
|
Conception de méthodes d'explication des solutions émanant de systèmes d'optimisation, application à la planification d'employés mobilesROADEF2022 - 23ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, INSA Lyon, Feb 2022, Villeurbanne - Lyon, France
Communication dans un congrès
hal-03595266
v1
|
|
Des explications par étapes pour le modèle additif16èmes Journées d'Intelligence Artificielle Fondamentale (JIAF 2022), Jun 2022, Saint-Etienne, France. pp.35-48
Communication dans un congrès
hal-03825214
v1
|
|
Génération d'explications textuelles en XAI : le cas de l'annotation sémantiqueRencontres francophones sur la logique floue et ses applications, Université de la Sorbonne, Oct 2021, Paris, France. pp.179-186
Communication dans un congrès
cea-03406887
v1
|
|
Representation of Explanations of Possibilistic Inference DecisionsECSQARU 2021: European Conference on Symbolic and Quantitative Approaches with Uncertainty, Sep 2021, Prague, Czech Republic. pp.513-527, ⟨10.1007/978-3-030-86772-0_37⟩
Communication dans un congrès
cea-03406884
v1
|
|
Min-max inference for Possibilistic Rule-Based System2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2021, Luxembourg, Luxembourg. pp.9494506, ⟨10.1109/FUZZ45933.2021.9494506⟩
Communication dans un congrès
hal-03408909
v1
|
|
Generation of Textual Explanations in XAI: the Case of Semantic Annotation2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2021, Luxembourg, Luxembourg. pp.9494589, ⟨10.1109/FUZZ45933.2021.9494589⟩
Communication dans un congrès
hal-03408917
v1
|
|
Inférence min-max pour un système à base de règles possibilistesRencontres francophones sur la logique floue et ses applications, Université de la Sorbonne, Oct 2021, Paris, France. pp.233-240
Communication dans un congrès
cea-03402616
v1
|
|
Explaining Robust Additive Decision Models: Generation of Mixed Preference-Swaps by Using MILPFrom Multiple Criteria Decision Aid to Preference Learning (DA2PL 2020), Nov 2020, Trento (virtual), Italy
Communication dans un congrès
hal-03230519
v1
|
|
Learning an MR-sort model from data with latent criteria preference directionIn the 5th workshop from multiple criteria Decision Aid to Preference Learning, Nov 2020, Trento, Italy
Communication dans un congrès
hal-03102714
v1
|
|
Comparing options with argument schemes powered by cancellation28th International Joint Conference on Artificial Intelligence (IJCAI-19), Aug 2019, Macao, Macau SAR China. pp.1537-1543, ⟨10.24963/ijcai.2019/213⟩
Communication dans un congrès
hal-02133034
v1
|
|
Some insights Towards a Unified Semantic Representation of Explanation for eXplainable Artificial Intelligence (XAI)The 1st workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence (NL4XAI), Oct 2019, Tokyo, Japan. pp.14-19, ⟨10.18653/v1/W19-8404⟩
Communication dans un congrès
hal-03102722
v1
|
Ranking with Multiple Points: Efficient Elicitation and Learning ProceduresIn the 4th wokshop from multiple criteria Decision aid to Preference Learning (DA2PL'18), Nov 2018, Poznan, Poland
Communication dans un congrès
hal-01956130
v1
|
|
A new efficient SAT formulation for learning NCS models: numerical results.In the 4th workshop from multiple criteria Decision aid to Preference Learning (DA2PL'18), Nov 2018, Poznan, Poland
Communication dans un congrès
hal-01956128
v1
|
|
|
Accountable Approval Sorting27th International Joint Conference on Artificial Intelligence and 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018), Jul 2018, Stockholm, Sweden
Communication dans un congrès
hal-01785011
v1
|
Une formulation SAT pour l’apprentissage de modèles de classement multicritères non-compensatoires11e Journées d'Intelligence Artificielle Fondamentale, Jul 2017, Caen, France
Communication dans un congrès
hal-01577816
v1
|
|
Introducing Causality in Business Rule-Based DecisionsIEA/AIE 2017 - 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, Jun 2017, Arras, France. pp.433-439, ⟨10.1007/978-3-319-60042-0_47⟩
Communication dans un congrès
hal-01615522
v1
|
|
|
Assessment of Ssustainable strategies based on DMM approach and value creation19th Dependency and Structure Modelling Conference (DSM), Sep 2017, Helsinki, Finland
Communication dans un congrès
hal-01589594
v1
|
|
An assistance to identification and estimation of contractual strategy alternatives in oil and gas upstream development projects19th Dependency and Structure Modelling Conference (DSM), Sep 2017, Helsinki, Finland
Communication dans un congrès
hal-01589585
v1
|
|
A Model for Accountable Ordinal Sorting26th International Joint Conference on Artificial Intelligence (IJCAI-2017), Aug 2017, Melbourne, Australia
Communication dans un congrès
hal-01523779
v1
|
|
Aide à la sélection de stratégies pour apporter des valeurs durables à des pays hôtes en contexte pétrolierCongrès International de Génie Industriel CIGI, May 2017, Compiègne, France
Communication dans un congrès
hal-01559093
v1
|
Accountable classifications without frontiers.The EURO mini conference from multiple criteria Decision Aiding to Preference Learning (DA2PL'16), Nov 2016, Paderborn, Germany
Communication dans un congrès
hal-01956134
v1
|
|
|
Internet Prospect's flow forecasting for a multi-period optimization model of offer/Demand assignment problem.International Conference on computers and Industrial Engineering (CIE45), Oct 2015, Metz, France
Communication dans un congrès
hal-01205141
v1
|
A dialogue game for recommendation with adaptive preference models International Conference on Autonomous Agents and Multiagent systems, May 2015, Istanbul, Turkey. pp.959-967
Communication dans un congrès
hal-01478761
v1
|
|
|
A Methaheuristic approach for preference Learning in multi criteria ranking based on reference points.In the 2nd wokshop from multiple criteria Decision aid to Preference Learning (DA2PL), Nov 2014, Chatenay Malabry, France
Communication dans un congrès
hal-01202159
v1
|
Justified decisions are better than simple ones: explaining preferences using even swap sequences.In 26th European Conference on Operational Research, Jul 2013, Rome, Italy
Communication dans un congrès
hal-01282048
v1
|
|
Multicriteria Modeling and Optimization of a market place of leadsIn 22nd International Conference on Multiple Criteria Decision Making, Jun 2013, Malaga, Spain
Communication dans un congrès
hal-01207483
v1
|
|
Preference Elicitation from Inconsistent Pairwise Comparisons for Multi-criteria Ranking with Multiple Reference Points.In proceedings of the 14th International Conference on informatics and Semiotics in Organisations. Web of thingd, People and Information Systems. ICISO 2013, Mar 2013, Stockholm, Sweden
Communication dans un congrès
hal-01202160
v1
|
|
Expertise and decision-aiding in safety and environment domains : what are the risks ?ESREL Annual Conference 2011, Sep 2011, Troyes, France. pp.2317-2323
Communication dans un congrès
ineris-00970929
v1
|
|
|
Justifying Dominating Options when Preferential Information is Incomplete.20th European Conference on Artificial Intelligence (ECAI'12), Aug 2012, Montpellier, France. pp.486-491, ⟨10.3233/978-1-61499-098-7-486⟩
Communication dans un congrès
hal-01202162
v1
|
Minimal and Complete Explanations for Critical Multi-attribute DecisionsProceedings of the 2nd International Conference on Algorithmic Decision Theory (ADT'2011), Oct 2011, Piscataway New Jersey, United States. pp.121-134
Communication dans un congrès
hal-01212436
v1
|
|
Dealing with the dynamics of proof-standards in argumentation based decision aidingProceedings of the 19th European Conference on Artificial Intelligence (ECAI'10), 2010, Lisbon, Portugal
Communication dans un congrès
hal-03102741
v1
|
|
Dealing with the dynamics of proof-standard in argumentation-based decision aiding.Proceedings of the Fifth European Starting AI Researcher Symposium (STAIRS'10). co-located with ECAI 2010, Aug 2010, Lisbon, Portugal. pp.225-237
Communication dans un congrès
hal-01212440
v1
|
|
Argument Schemes and Critical Questions for Decision Aiding ProcessProceedings of the 2nd international conference on Computational Models of Argument (COMMA2008), May 2008, Toulouse, France
Communication dans un congrès
hal-01489285
v1
|
|
Arguing over actions that involve multiple criteria: A critical reviewIn Proc. of the 9th European Conf. on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, ECSQARU'2007,, Oct 2007, Hammamet, Tunisia. pp.308--319
Communication dans un congrès
hal-01212348
v1
|
Argumentation Theory and Decision AidingJ. Figueira, S. Greco, and M. Ehrgott. Trends in Multiple Criteria Decision Analysis, 142 (1), pp.177-208, 2010, International Series in Operations Research and Management Science
Chapitre d'ouvrage
hal-01212363
v1
|
|
Multiple criteria decision aiding : a dialectical perspectiveArtificial Intelligence [cs.AI]. Université Paris Dauphine - Paris IX, 2009. English. ⟨NNT : ⟩
Thèse
tel-01792308
v1
|
Generating user-centered contrastive explanations for the Workforce Scheduling and Routing Problem2022
Pré-publication, Document de travail
hal-03795653
v1
|
|
|
Step-wise Explanations for the Additive Model2021
Pré-publication, Document de travail
hal-03964933
v1
|
|
Preference elicitation for a ranking method based on multiple reference profiles2019
Pré-publication, Document de travail
hal-01862334
v2
|
|
From Preference Elicitation to Explaining Decisions: a Dialectical PerspectiveArtificial Intelligence [cs.AI]. Université Paris - Saclay, 2022
HDR
tel-03919312
v2
|