Wassila Ouerdane

Wassila Ouerdane. Professeure des Universités en informatique à CentraleSupélec -- Université Paris-Saclay
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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


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Publications

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Modeling and generating user‐centered contrastive explanations for the workforce scheduling and routing problem

Mathieu Lerouge , Céline Gicquel , Vincent Mousseau , Wassila Ouerdane

International Transactions in Operational Research, 2026, 33 (3), pp.1525-1558. ⟨10.1111/itor.13594⟩

Article dans une revue hal-04933808v1
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Designing and computing explanations for comparisons inferred from an additive value model

Manuel Amoussou , Khaled Belahcene , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

European Journal of Operational Research, 2026, 328 (1), pp.232--245. ⟨10.1016/j.ejor.2025.05.058⟩

Article dans une revue hal-05112130v1

Machine learning to classify the focus score and Sjögren's disease using digitalised salivary gland biopsies: a retrospective cohort study

Julien Duquesne , Louis Basseto , Charlotte Claye , Michael Barnes , Elena Pontarini et al.

The Lancet Rheumatology, 2025, ⟨10.1016/S2665-9913(25)00181-X⟩

Article dans une revue hal-05300404v1

A guided tour of multiple criteria sorting models and methods

Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Marc Pirlot , Olivier Sobrie

Annals of Operations Research, 2024, 343 (2), pp.785-845. ⟨10.1007/s10479-024-06278-w⟩

Article dans une revue hal-04933810v1

Questionable Stepwise Explanations for a Robust Additive Preference Model

Manuel Amoussou , Khaled Belahcène , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau et al.

International Journal of Approximate Reasoning, 2024, 171, pp.108982. ⟨10.1016/j.ijar.2023.108982⟩

Article dans une revue hal-04168685v1

Multiple criteria sorting models and methods—Part I: survey of the literature

Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Marc Pirlot , Olivier Sobrie

4OR: A Quarterly Journal of Operations Research, 2023, 21, pp.1-46. ⟨10.1007/s10288-022-00530-4⟩

Article dans une revue hal-03932949v1

Multiple criteria sorting models and methods. Part II: theoretical results and general issues

Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Marc Pirlot , Olivier Sobrie

4OR: A Quarterly Journal of Operations Research, 2023, 21, pp.181-204. ⟨10.1007/s10288-022-00531-3⟩

Article dans une revue hal-03932958v1

A novel hybrid approach for text encoding: Cognitive Attention To Syntax model to detect online misinformation

Géraud Faye , Wassila Ouerdane , Guillaume Gadek , Souhir Gahbiche , Sylvain Gatepaille

Data and Knowledge Engineering, 2023, pp.102230. ⟨10.1016/j.datak.2023.102230⟩

Article dans une revue hal-04222431v1

Ranking with Multiple Reference Points: Efficient SAT-based learning procedures

Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Marc Pirlot , Olivier Sobrie

Computers and Operations Research, 2022, 150, pp.106054. ⟨10.1016/j.cor.2022.106054⟩

Article dans une revue hal-03838934v1
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A MIP-based approach to learn MR-Sort models with single-peaked preferences

Pegdwendé Minoungou , Vincent Mousseau , Wassila Ouerdane , Paolo Scotton

Annals of Operations Research, 2022, ⟨10.1007/s10479-022-05007-5⟩

Article dans une revue hal-03812773v1

Interactive portfolio selection involving multicriteria sorting models

Ali Tlili , Oumaima Khaled , Vincent Mousseau , Wassila Ouerdane

Annals of Operations Research, 2022, ⟨10.1007/s10479-022-04877-z⟩

Article dans une revue hal-03740205v1
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Preference elicitation for a ranking method based on multiple reference profiles

Alexandru-Liviu Olteanu , Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Antoine Rolland et al.

4OR: A Quarterly Journal of Operations Research, 2021, 20, pp.63-84. ⟨10.1007/s10288-020-00468-5⟩

Article dans une revue hal-03094046v1
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Learning Non-Compensatory Sorting models using efficient SAT/MaxSAT formulations

Ali Tlili , Khaled Belahcene , Oumaima Khaled , Vincent Mousseau , Wassila Ouerdane

European Journal of Operational Research, 2021, 298 (3), pp.979-1006. ⟨10.1016/j.ejor.2021.08.017⟩

Article dans une revue hal-03347526v1

An efficient SAT formulation for learning multiple criteria non-compensatory sorting rules from examples

Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

Computers and Operations Research, 2018, 97, pp.58-71. ⟨10.1016/j.cor.2018.04.019⟩

Article dans une revue hal-01784941v1

Foreword to the Special Issue on supporting and explaining decision processes by means of argumentation

Anthony Hunter , Nicolas Maudet , Francesca Toni , Wassila Ouerdane

EURO journal on decision processes, 2018, ⟨10.1007/s40070-018-0088-1⟩

Article dans une revue hal-01863632v1

Reference-based ranking procedure for environmental decision making: Insights from an ex-post analysis

Valentina Ferretti , Liu Jinyan , Vincent Mousseau , Wassila Ouerdane

Environmental Modelling and Software, 2018, 99, pp.11-24

Article dans une revue hal-01632254v1
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Explaining robust additive utility models by sequences of preference swaps

Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

Theory and Decision, 2017, 82 (2), pp.151-183. ⟨10.1007/s11238-016-9560-1⟩

Article dans une revue hal-01476524v1

Towards automating Decision Aiding through Argumentation

Wassila Ouerdane , Yannis Dimopoulos , Konstantinos Liapis , Pavlos Moraitis

Journal of Multi-Criteria Decision Analysis, 2011, ⟨10.1002/mcda.486⟩

Article dans une revue hal-01205142v1
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Multiple Criteria Decision Aiding: a Dialectical Perspective.

Wassila Ouerdane

4OR: A Quarterly Journal of Operations Research, 2011, 9 (4), ⟨10.1007/s10288-010-0147-3⟩

Article dans une revue hal-01202232v1
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NotMyNarrative at SemEval-2025 Task 10: Do Narrative Features Share Across Languages in Multilingual Encoder Models?

Géraud Faye , Guillaume Gadek , Wassila Ouerdane , Céline Hudelot , Sylvain Gatepaille

Proceedings of the 19th International Workshop on Semantic Evaluation (SemEval-2025), Jul 2025, Vienna (AUSTRIA), Austria. pp.58-66

Communication dans un congrès hal-05310587v1
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Possibilistic Logic and Inference for Linear Systems

Armand Gaudillier , Khaled Belahcène , Wassila Ouerdane , Sébastien Destercke

18th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU 2025), Sep 2025, Hagen, Germany. pp.362-375, ⟨10.1007/978-3-032-05134-9_25⟩

Communication dans un congrès hal-05280512v1
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Théorie des possibilités et modèles numériques linéaires pour l'inférence sur une base de croyances

Armand Gaudillier , Khaled Belahcene , Wassila Ouerdane , Sébastien Destercke

19èmes Journées d'Intelligence Artificielle Fondamentale et 20èmes Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes, JIAF-JFPDA, Jul 2025, Dijon, France. pp.48-57

Communication dans un congrès hal-05310240v1

A framework to extract and interpret biological concepts from scRNAseq generative foundation models

Charlotte Claye , Pierre Marschall , Wassila Ouerdane , Céline Hudelot , Julien Duquesne

ICML 2025 Generative AI and Biology (GenBio) Workshop, Jul 2025, Vancouver (Canada), Canada

Communication dans un congrès hal-05310583v1
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Conceptual Modeling of Disinformation Campaigns

Sidbewendin Angelique Yameogo , Régis Fleurquin , Nicolas Belloir , Wassila Ouerdane

Conceptual Modeling (ER), 2025, Poitiers, France. pp.358-375, ⟨10.1007/978-3-032-08623-5_19⟩

Communication dans un congrès hal-05345312v1
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Interpretable image classification through an argumentative dialog between encoders

Dao Thauvin , Stéphane Herbin , Wassila Ouerdane , Céline Hudelot

27TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, Oct 2024, Saint-Jacques de Compostelle, Spain. pp.3316-3323, ⟨10.3233/FAIA240880⟩

Communication dans un congrès hal-04673794v2
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Counterfactual Explanations for Workforce Scheduling and Routing Problems

Mathieu Lerouge , Céline Gicquel , Vincent Mousseau , Wassila Ouerdane

ICORES 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-04016553v1
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Caractérisation des fausses nouvelles Une approche basée sur la modélisation conceptuelle

Nicolas Belloir , Wassila Ouerdane , Oscar Pastor

41st INFORSID 2023, May 2023, La Rochelle, France. pp.103-104

Communication dans un congrès hal-04453332v1
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Explication de recommandations issues d’un modèle additif : de la conceptualisation à l’évaluation

Manuel Amoussou , Khaled Belahcene , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

24e 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-04108900v1
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Génération d'explications de différentes natures pour les utilisateurs d'outils d'optimisation : application au problème de planification d'employés mobiles

Mathieu Lerouge , Céline Gicquel , Vincent Mousseau , Wassila Ouerdane

24ème congrès de la Société Française de Recherche Opérationnelle et Aide à la Décision (ROADEF 2023), Feb 2023, Rennes, France

Communication dans un congrès hal-04389330v1
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Des explications par étapes pour le modèle additif

Manuel Amoussou , Khaled Belahcene , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

16èmes Journées d'Intelligence Artificielle Fondamentale (JIAF 2022), Jun 2022, Saint-Etienne, France. pp.35-48

Communication dans un congrès hal-03825214v1
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A Conceptual Characterization of Fake News: A Positioning Paper

Nicolas Belloir , Wassila Ouerdane , Oscar Pastor , Émilien Frugier , Louis-Antoine de Barmon

16th 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-03679073v1
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Characterizing Fake News: A Conceptual Modeling-based Approach

Nicolas Belloir , Wassila Ouerdane , Oscar Pastor

ER 2022 - 41st International Conference on Conceptual Modeling, Oct 2022, Hyderabad, India. ⟨10.1007/978-3-031-17995-2_9⟩

Communication dans un congrès hal-03697974v1
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Conception de méthodes d'explication des solutions émanant de systèmes d'optimisation, application à la planification d'employés mobiles

Mathieu Lerouge , Céline Gicquel , Vincent Mousseau , Wassila Ouerdane

23ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF2022), INSA Lyon, Feb 2022, Villeurbanne - Lyon, France

Communication dans un congrès hal-03595266v1
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Génération d'explications textuelles en XAI : le cas de l'annotation sémantique

Jean-Philippe Poli , Wassila Ouerdane , Regis Pierrard

Rencontres francophones sur la logique floue et ses applications, Université de la Sorbonne, Oct 2021, Paris, France. pp.179-186

Communication dans un congrès cea-03406887v1
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Representation of Explanations of Possibilistic Inference Decisions

Ismaïl Baaj , Jean-Philippe Poli , Wassila Ouerdane , Nicolas Maudet

ECSQARU 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-03406884v1
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Min-max inference for Possibilistic Rule-Based System

Ismaïl Baaj , Jean-Philippe Poli , Wassila Ouerdane , Nicolas Maudet

2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2021, Luxembourg, Luxembourg. pp.9494506, ⟨10.1109/FUZZ45933.2021.9494506⟩

Communication dans un congrès hal-03408909v1
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Generation of Textual Explanations in XAI: the Case of Semantic Annotation

Jean-Philippe Poli , Wassila Ouerdane , Regis Pierrard

2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Jul 2021, Luxembourg, Luxembourg. pp.9494589, ⟨10.1109/FUZZ45933.2021.9494589⟩

Communication dans un congrès hal-03408917v1
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Inférence min-max pour un système à base de règles possibilistes

Ismaïl Baaj , Jean-Philippe Poli , Wassila Ouerdane , Nicolas Maudet

Rencontres francophones sur la logique floue et ses applications, Université de la Sorbonne, Oct 2021, Paris, France. pp.233-240

Communication dans un congrès cea-03402616v1
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Explaining Robust Additive Decision Models: Generation of Mixed Preference-Swaps by Using MILP

Manuel Amoussou , Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau et al.

From Multiple Criteria Decision Aid to Preference Learning (DA2PL 2020), Nov 2020, Trento (virtual), Italy

Communication dans un congrès hal-03230519v1
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Learning an MR-sort model from data with latent criteria preference direction

Pegdwendé Minoungou , Vincent Mousseau , Wassila Ouerdane , Paolo Scotton

In the 5th workshop from multiple criteria Decision Aid to Preference Learning, Nov 2020, Trento, Italy

Communication dans un congrès hal-03102714v1
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Some insights Towards a Unified Semantic Representation of Explanation for eXplainable Artificial Intelligence (XAI)

Ismaïl Baaj , Jean-Philippe Poli , Wassila Ouerdane

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-03102722v1
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Comparing options with argument schemes powered by cancellation

Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

28th 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-02133034v1

Ranking with Multiple Points: Efficient Elicitation and Learning Procedures

Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Marc Pirlot , Olivier Sobrie

In the 4th wokshop from multiple criteria Decision aid to Preference Learning (DA2PL'18), Nov 2018, Poznan, Poland

Communication dans un congrès hal-01956130v1

A new efficient SAT formulation for learning NCS models: numerical results.

Khaled Belahcene , Oumeima Khaled , Vincent Mousseau , Wassila Ouerdane , Ali Tlili

In the 4th workshop from multiple criteria Decision aid to Preference Learning (DA2PL'18), Nov 2018, Poznan, Poland

Communication dans un congrès hal-01956128v1
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Accountable Approval Sorting

Khaled Belahcene , Yann Chevaleyre , Nicolas Maudet , Christophe Labreuche , Vincent Mousseau et al.

27th 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-01785011v1
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Aide à la sélection de stratégies pour apporter des valeurs durables à des pays hôtes en contexte pétrolier

Mathieu Dernis , Ludovic-Alexandre Vidal , Franck Marle , Wassila Ouerdane , Pascal da Costa

Congrès International de Génie Industriel CIGI, May 2017, Compiègne, France

Communication dans un congrès hal-01559093v1

Introducing Causality in Business Rule-Based Decisions

Karim El Mernissi , Pierre Feillet , Nicolas Maudet , Wassila Ouerdane

IEA/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-01615522v1

Une formulation SAT pour l’apprentissage de modèles de classement multicritères non-compensatoires

Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

11e Journées d'Intelligence Artificielle Fondamentale, Jul 2017, Caen, France

Communication dans un congrès hal-01577816v1
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An assistance to identification and estimation of contractual strategy alternatives in oil and gas upstream development projects

M. Mammeri , Franck Marle , Wassila Ouerdane

19th Dependency and Structure Modelling Conference (DSM), Sep 2017, Helsinki, Finland

Communication dans un congrès hal-01589585v1
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Assessment of Ssustainable strategies based on DMM approach and value creation

Mathieu Dernis , Wassila Ouerdane , Ludovic-Alexandre Vidal , Pascal da Costa , Franck Marle

19th Dependency and Structure Modelling Conference (DSM), Sep 2017, Helsinki, Finland

Communication dans un congrès hal-01589594v1
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A Model for Accountable Ordinal Sorting

Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

26th International Joint Conference on Artificial Intelligence (IJCAI-2017), Aug 2017, Melbourne, Australia

Communication dans un congrès hal-01523779v1

Accountable classifications without frontiers.

Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau , Wassila Ouerdane

The EURO mini conference from multiple criteria Decision Aiding to Preference Learning (DA2PL'16), Nov 2016, Paderborn, Germany

Communication dans un congrès hal-01956134v1
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Internet Prospect's flow forecasting for a multi-period optimization model of offer/Demand assignment problem.

Manel Mammar , Vincent Mousseau , Wassila Ouerdane , Alexandre Aubry

International Conference on computers and Industrial Engineering (CIE45), Oct 2015, Metz, France

Communication dans un congrès hal-01205141v1
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A dialogue game for recommendation with adaptive preference models

Christophe Labreuche , Nicolas Maudet , Wassila Ouerdane , Simon Parsons

14th International Conference on Autonomous Agents and Multiagent systems (AAMAS 2015), May 2015, Istanbul, Turkey. pp.959-967

Communication dans un congrès hal-01478761v1
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A Methaheuristic approach for preference Learning in multi criteria ranking based on reference points.

Liu Jinyan , Wassila Ouerdane , Vincent Mousseau

In the 2nd wokshop from multiple criteria Decision aid to Preference Learning (DA2PL), Nov 2014, Chatenay Malabry, France

Communication dans un congrès hal-01202159v1

Preference Elicitation from Inconsistent Pairwise Comparisons for Multi-criteria Ranking with Multiple Reference Points.

Liu Jinyan , Vincent Mousseau , Wassila Ouerdane

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-01202160v1

Justified decisions are better than simple ones: explaining preferences using even swap sequences.

Wassila Ouerdane , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau

In 26th European Conference on Operational Research, Jul 2013, Rome, Italy

Communication dans un congrès hal-01282048v1

Multicriteria Modeling and Optimization of a market place of leads

Manel Mammar , Wassila Ouerdane , Vincent Mousseau

In 22nd International Conference on Multiple Criteria Decision Making, Jun 2013, Malaga, Spain

Communication dans un congrès hal-01207483v1

Expertise and decision-aiding in safety and environment domains : what are the risks ?

Myriam Merad , Wassila Ouerdane , Nicolas Dechy

ESREL Annual Conference 2011, Sep 2011, Troyes, France. pp.2317-2323

Communication dans un congrès ineris-00970929v1
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Justifying Dominating Options when Preferential Information is Incomplete.

Christophe Labreuche , Nicolas Maudet , Wassila Ouerdane

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-01202162v1

Minimal and Complete Explanations for Critical Multi-attribute Decisions

Wassila Ouerdane , Nicolas Maudet , Alexis Tsoukias

Proceedings 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-01212436v1

Dealing with the dynamics of proof-standards in argumentation based decision aiding

Wassila Ouerdane , Nicolas Maudet , Alexis Tsoukias

Proceedings of the 19th European Conference on Artificial Intelligence (ECAI'10), 2010, Lisbon, Portugal

Communication dans un congrès hal-03102741v1

Dealing with the dynamics of proof-standard in argumentation-based decision aiding.

Wassila Ouerdane , Nicolas Maudet , Alexis Tsoukias

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-01212440v1

Argument Schemes and Critical Questions for Decision Aiding Process

Wassila Ouerdane , Nicolas Maudet , Alexis Tsoukiàs

Proceedings of the 2nd international conference on Computational Models of Argument (COMMA2008), May 2008, Toulouse, France

Communication dans un congrès hal-01489285v1

Arguing over actions that involve multiple criteria: A critical review

Wassila Ouerdane , Nicolas Maudet , Alexis Tsoukias

In 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-01212348v1

Argumentation Theory and Decision Aiding

Wassila Ouerdane , Nicolas Maudet , Alexis Tsoukias

J. 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-01212363v1
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Multiple criteria decision aiding : a dialectical perspective

Wassila Ouerdane

Artificial Intelligence [cs.AI]. Université Paris Dauphine - Paris IX, 2009. English. ⟨NNT : ⟩

Thèse tel-01792308v1