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Wassila Ouerdane

Wassila Ouerdane. Associate Professor in Computer Science at CentraleSupélec -- Paris_Sacaly University
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Presentation

I am an Associate Professor (HDR) in Computer Science at [CentraleSupélec](http://www.centralesupelec.fr/wordpress/), Paris-Saclay University and a member of the [MICS](http://mics.centralesupelec.fr/) (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 2019. 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 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>
I am an Associate Professor (HDR) in Computer Science at [CentraleSupélec](http://www.centralesupelec.fr/wordpress/), Paris-Saclay University and a member of the [MICS](http://mics.centralesupelec.fr/) (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 2019. 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 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

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, ⟨10.1007/s10288-022-00531-3⟩
Journal articles 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⟩
Journal articles hal-04222431v1

Questionable Stepwise Explanations for a Robust Additive Preference Model

Manuel Amoussou , Khaled Belahcene , Christophe Labreuche , Nicolas Maudet , Vincent Mousseau
International Journal of Approximate Reasoning, 2023, pp.108982. ⟨10.1016/j.ijar.2023.108982⟩
Journal articles 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, ⟨10.1007/s10288-022-00530-4⟩
Journal articles hal-03932949v1
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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⟩
Journal articles hal-03812773v1

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⟩
Journal articles hal-03838934v1

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⟩
Journal articles hal-03740205v1

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⟩
Journal articles hal-03347526v1

Preference elicitation for a ranking method based on multiple reference profiles

Alexandru-Liviu Olteanu , Khaled Belahcene , Vincent Mousseau , Wassila Ouerdane , Antoine Rolland
4OR: A Quarterly Journal of Operations Research, 2021, 20, pp.63-84. ⟨10.1007/s10288-020-00468-5⟩
Journal articles hal-03094046v1

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⟩
Journal articles hal-01784941v1

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
Journal articles hal-01632254v1

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⟩
Journal articles hal-01863632v1
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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⟩
Journal articles hal-01476524v1
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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⟩
Journal articles hal-01202232v1

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⟩
Journal articles hal-01205142v1
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Counterfactual Explanations for Workforce Scheduling and Routing Problems

Mathieu Lerouge , Céline Gicquel , Vincent Mousseau , Wassila Ouerdane
12th International Conference on Operations Research and Enterprise Systems, Feb 2023, Lisbon, Portugal. pp.50-61, ⟨10.5220/0011639900003396⟩
Conference papers hal-04016553v1
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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
24ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, ROADEF, Feb 2023, Rennes, France
Conference papers hal-04108900v1
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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
Conference papers hal-03825214v1

Characterizing Fake News: A Conceptual Modeling-based Approach

Nicolas Belloir , Wassila Ouerdane , Oscar Pastor
International Conference on Conceptual Modeling, Oct 2022, Hyderabad, India. pp.115-129, ⟨10.1007/978-3-031-17995-2_9⟩
Conference papers hal-03825212v1

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, May 2022, Barcelone, Spain. pp.662-669, ⟨10.1007/978-3-031-05760-1_41⟩
Conference papers hal-03682394v1
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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, INSA Lyon, Feb 2022, Villeurbanne - Lyon, France
Conference papers hal-03595266v1
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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⟩
Conference papers hal-03408917v1
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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⟩
Conference papers hal-03408909v1
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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⟩
Conference papers cea-03406884v1
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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
Conference papers cea-03406887v1
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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
Conference papers cea-03402616v1

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
Conference papers hal-03102714v1
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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
From Multiple Criteria Decision Aid to Preference Learning (DA2PL 2020), Nov 2020, Trento (virtual), Italy
Conference papers hal-03230519v1
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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⟩
Conference papers 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⟩
Conference papers hal-02133034v1

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
Conference papers hal-01956128v1
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Accountable Approval Sorting

Khaled Belahcene , Yann Chevaleyre , Nicolas Maudet , Christophe Labreuche , Vincent Mousseau
27th International Joint Conference on Artificial Intelligence and 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018), Jul 2018, Stockholm, Sweden
Conference papers hal-01785011v1

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
Conference papers hal-01956130v1
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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
Conference papers hal-01559093v1
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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
Conference papers hal-01589594v1
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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
Conference papers hal-01589585v1

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⟩
Conference papers 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
Conference papers hal-01577816v1
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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
Conference papers 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
Conference papers hal-01956134v1

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
Conference papers hal-01478761v1
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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
Conference papers hal-01205141v1
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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
Conference papers 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
Conference papers 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
Conference papers 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
Conference papers hal-01207483v1
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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⟩
Conference papers 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
Conference papers hal-01212436v1

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
Conference papers ineris-00970929v1

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
Conference papers 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
Conference papers 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
Conference papers 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
Conference papers 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
Book sections 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 : ⟩
Theses tel-01792308v1
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From Preference Elicitation to Explaining Decisions: a Dialectical Perspective

Wassila Ouerdane
Artificial Intelligence [cs.AI]. Université Paris - Saclay, 2022
Habilitation à diriger des recherches tel-03919312v2