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

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-04933810 v1

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-04168685 v1

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, 2024, ⟨10.1111/itor.13594⟩
Article dans une revue hal-04933808 v1

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-03932949 v1

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-04222431 v1

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-03932958 v1
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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-03812773 v1

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-03838934 v1

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-03740205 v1
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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-03094046 v1
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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-03347526 v1

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-01863632 v1

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-01632254 v1

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-01784941 v1
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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-01476524 v1
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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-01202232 v1

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-01205142 v1
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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-04673794 v2
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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-04016553 v1
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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-04453332 v1
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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
ROADEF 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
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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-04108900 v1
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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-03679073 v1
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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-03697974 v1
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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
ROADEF2022 - 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
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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-03825214 v1
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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-03406887 v1
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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-03406884 v1
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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-03408909 v1
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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-03408917 v1
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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-03402616 v1
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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-03230519 v1
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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-03102714 v1
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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-02133034 v1
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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-03102722 v1

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-01956130 v1

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-01956128 v1
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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-01785011 v1

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-01577816 v1

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-01615522 v1
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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-01589594 v1
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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-01589585 v1
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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-01523779 v1
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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-01559093 v1

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-01956134 v1
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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-01205141 v1

A dialogue game for recommendation with adaptive preference models

Christophe Labreuche , Nicolas Maudet , Wassila Ouerdane , Simon Parsons
International Conference on Autonomous Agents and Multiagent systems, May 2015, Istanbul, Turkey. pp.959-967
Communication dans un congrès hal-01478761 v1
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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-01202159 v1

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-01282048 v1

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-01207483 v1

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-01202160 v1

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-00970929 v1
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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-01202162 v1

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-01212436 v1

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-03102741 v1

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-01212440 v1

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-01489285 v1

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-01212348 v1

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-01212363 v1
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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-01792308 v1