Publications

International journals

2020 Amélie Levray, Salem Benferhat, Karim Tabia, Possibilistic Networks: Computational Analysis of MAP and MPE Inference in International Journal on Artificial Intelligence Tools,vol. 29, n° 03n04, pp. 2060005, 2020.

2018 Salem Benferhat, Vladik Kreinovich, Amélie Levray, Karim Tabia, Qualitative conditioning in an interval-based possibilistic setting in Fuzzy Sets and Systems (FSS),vol. 343, pp. 35-49, 2018.

2017 Salem Benferhat, Karim Tabia, Moonis Ali, Intelligence Systems: Trends and Challenges in AI magazine,vol. 38, n° 4, pp. 87-88, 2017.

2017 Abdelmoutia Telli, Salem Benferhat, Mustapha Bourahla, Zied Bouraoui, Karim Tabia, Polynomial Algorithms for Computing a Single Preferred Assertional-Based Repair in Künstliche Intelligenz (KI),vol. 31, n° 1, pp. 15-30, 2017.

2013 Salem Benferhat, Abdelhamid Boudjelida, Karim Tabia, Habiba Drias, An intrusion detection and alert correlation approach based on revising probabilistic classifiers using expert knowledge in Applied Intelligence,vol. 28, n° 34, pp. 1-21, 2013.

2012 Salem Benferhat, Karim Tabia, Inference in possibilistic network classifiers under uncertain observations in Annals of Mathematics and Artificial Intelligence,vol. 64, n° 2-3, pp. 629-309, 2012.

2011 Salem Benferhat, Karima Sedki, Karim Tabia, Jeffrey's rule of conditioning in a possibilistic framework in Annals of Mathematics and Artificial Intelligence,vol. 66, n° 3, pp. 185-202, 2011.

2011 Karim Tabia, Philippe Leray, Alert correlation: Severe attack prediction and controlling false alarm rate tradeoffs in Intelligent Data Analysis,vol. 15, n° 6, pp. 955-978, 2011.

2010 Tayeb Kenaza, Karim Tabia, Salem Benferhat, On the Use of Naive Bayesian Classifiers for Detecting Elementary and Coordinated Attacks in Fundamenta Informaticae,vol. 105, n° 4, pp. 435-466, 2010.

2009 Salem Benferhat, Karim Tabia, An efficient algorithm for naive possibilistic classifiers with uncertain inputs in International Journal of Intelligent Systems,vol. 24, n° 12, pp. 1203-1229, 2009.

International conferences

2022 Sara Kebir, Karim Tabia, Classifier Probability Calibration Through Uncertain Information Revision in International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU22),Springer International Publishing, vol. 1602, pp. 598-611, 2022.

2022 Karim Tabia, Updating Probability Intervals with Uncertain Inputs in Thirty-First International Joint Conference on Artificial Intelligence {IJCAI-22},International Joint Conferences on Artificial Intelligence Organization, pp. 2748-2754, 2022.

2021 Ryma Boumazouza, Fahima Cheikh-Alili, Bertrand Mazure, Karim Tabia, A Model-Agnostic SAT-based Approach for Symbolic Explanation Enumeration in The 23rd International Conference on Artificial Intelligence (ICAI'21),pp. https://www.springer.com/series/11769, 2021.

2020 Cécile Carra, Karim Tabia, Smart Home for Seniors: Opportunities and Challenges for AI in ICAART 2020, 12th International Conference on Agents and Artificial Intelligence,2020.

2019 Sylvain Lagrue, Nathalie Chetcuti-Sperandio, Fabien Delorme, Chau Ma Thi, Duyen Ngo Thi, Karim Tabia, Salem Benferhat, An Ontology Web Application-based Annotation Tool for Intangible Culture Heritage Dance Videos in 1st Workshop on Structuring and Understanding of Multimedia heritAge Contents (SUMAC 2019),pp. 75-81, 2019.

2019 Sihem Belabbes, Chi Tan, Tri-Thuc Vo, Yacine Izza, Karim Tabia, Sylvain Lagrue, Salem Benferhat, Query Answering from Traditional Dance Videos: Case Study of Zapin Dances in 31st IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2019),pp. 1638-1642, 2019.

2019 Karim Tabia, Towards Explainable Multi-Label Classification in 31st International Conference on Tools with Artificial Intelligence (ICTAI'19),2019.

2019 Salem Benferhat, Amélie Levray, Karim Tabia, A complexity analysis of MPE inference in possibilistic networks in IEEE International Conference on Fuzzy Systems (FUZZ-IEEE),IEEE, pp. 1-6, 2019.

2018 Karim Tabia, Hugues Wattez, Nicolas Ydée, Karima Sedki, Data Analytics and Visualization for Connected Objects: A Case Study for Sleep and Physical Activity Trackers in 31st International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE'18),Springer, pp. 685-696, 2018.

2018 Karim Tabia, Thanh-Nghi Do, Huu-Hoa Nguyen, Truong-Thanh Ma, Salem Benferhat, Zied Bouraoui, An Ontology-Based Modelling of Vietnamese Traditional Dances in SEKE 2018 - 13th International Conference on Software Engineering and Knowledge Engineering,2018.

2018 Salem Benferhat, Amélie Levray, Karim Tabia, Possibilistic Networks: MAP Query and Computational Analysis in IEEE 30th International Conference on Tools with Artificial Intelligence (ICTAI'18),IEEE, pp. 916-923, 2018.

2017 Salem Benferhat, Amélie Levray, Karim Tabia, Approximation de l’inférence MAP via les transformations probabilistes-possibilistes in 11e Journées d'Intelligence Artificielle Fondamentale,2017.

2017 Salem Benferhat, Amélie Levray, Karim Tabia, Approximating MAP inference in credal networks using probability-possibility transformations in 29th International Conference on Tools with Artificial Intelligence (ICTAI'17),2017.

2017 Chau Ma-Thi, Karim Tabia, Sylvain Lagrue, Ha Le-Thanh, Duy Bui-The, Thuy Nguyen-Thanh, Annotating Movement Phrases in Vietnamese Folk Dance Videos in IEA/AIE 2017: Advances in Artificial Intelligence: From Theory to Practice,Springer, pp. 3-11, 2017.

2017 Huma Chaudhry, Karim Tabia, Shafry Rahim, Salem Benferhat, Automatic annotation of traditional dance data using motion features in 2017 International Conference on Digital Arts, Media and Technology (ICDAMT),2017.

2017 Ma Thi Chau, Karim Tabia, Sylvain Lagrue, Ha Le Thanh, Bui The Duy, Thuy Nguyen Thanh, Annotating Movement Phrases in Vietnamese Folk Dance Videos in 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE'17),Springer, pp. 3-11, 2017.

2017 Maroua Haddad, Philippe Leray, Amélie Levray, Karim Tabia, Learning the parameters of possibilistic networks from data: Empirical comparison in Thirtieth International Florida Artificial Intelligence Research Society Conference (FLAIRS 30),2017.

2017 Ma Thi Chau, Karim Tabia, Sylvain Lagrue, Bui The Duy, Ha Le Thanh, Thuy Nguyen Thanh, Annotating Movement Phrases in Vietnamese Folk Dance Videos in 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE'17),Springer, pp. 3-11, 2017.

2016 Jean-François Baget, Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Marie-Laure Mugnier, Odile Papini, Swan Rocher, Karim Tabia, Inconsistency-Tolerant Query Answering: Rationality Properties and Computational Complexity Analysis in JELIA: Logics in Artificial Intelligence,Springer, vol. LNCS, pp. 64-80, 2016.

2016 Maroua Haddad, Philippe Leray, Amélie Levray, Karim Tabia, Possibilistic networks parameter learning: Preliminary empirical comparison in 8èmes journées francophones de réseaux bayésiens (JFRB 2016),2016.

2016 Jean-François Baget, Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Marie-Laure Mugnier, Odile Papini, Swan Rocher, Karim Tabia, A General Modifier-Based Framework for Inconsistency-Tolerant Query Answering in KR: Principles of Knowledge Representation and Reasoning,pp. 513-516, 2016.

2016 Salem Benferhat, Vladik Kreinovich, Amélie Levray, Karim Tabia, Set-Valued Conditioning in a Possibility Theory Setting in 22nd European Conference on Artificial Intelligence (ECAI'16),IOS Press, pp. 604-612, 2016.

2016 Zied Bouraoui, Salem Benferhat, Madalina Croitoru, Odile Papini, Karim Tabia, On The Use Of Non-Objection Inference In Inconsistent Lightweight Ontologies in IJCAI: International Joint Conference on Artificial Intelligence,2016.

2016 Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Odile Papini, Karim Tabia, Non-Objection Inference for Inconsistency-Tolerant Query Answering in 25th International Joint Conference on Artificial Intelligence (IJCAI 2016),pp. 3684-3690, 2016.

2016 Salem Benferhat, Zied Bouraoui, Huma Chadhry, Mohd Shafry Bin Mohd Rahim, Karim Tabia, Abdelmoutia Telli, How to reason from inconsistent ontologies with prioritized assertional bases? in The 12th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS,2016.

2016 Salem Benferhat, Mouslim Tolba, Karim Tabia, Abdelkader Belkhir, Integrating non elementary actions in access control models. in 9th International Conference on Security of Information and Networks (SIN'16),pp. 28-31, 2016.

2015 Salem Benferhat, Amélie Levray, Karim Tabia, Probability-Possibility Transformations: Application to Credal Networks in 9th International Conference on Scalable Uncertainty Management (SUM'15),Springer, pp. 203-219, 2015.

2015 Salem Benferhat, Amélie Levray, Karim Tabia, On the Analysis of Probability-Possibility Transformations: Changing Operations and Graphical Models in 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU'15),Springer, pp. 279-289, 2015.

2015 Salem Benferhat, Zied Bouraoui, Karim Tabia, Non Defeated-Based Repair in Possibilistic DL-Lite Knowledge Bases in 28th International Florida Artificial Intelligence Research Society Conference (FLAIRS'15),2015.

2015 Salem Benferhat, Zied Bouraoui, Karim Tabia, How to Select One Preferred Assertional-Based Repair from Inconsistent and Prioritized DL-Lite Knowledge Bases? in 24th International Joint Conference on Artificial Intelligence (IJCAI'15),pp. 1450-1456, 2015.

2015 Salem Benferhat, Vladik Kreinovich, Amélie Levray, Karim Tabia, Compatible-Based Conditioning in Interval-Based Possibilistic Logic in 24th International Joint Conference on Artificial Intelligence (IJCAI'15),AAAI Press, pp. 2777-2783, 2015.

2014 Salem Benferhat, Sylvain Lagrue, Karim Tabia, Analysis of interval-based possibilistic networks in 21st European Conference on Artificial Intelligence (ECAI'14),IOS Press, pp. 963-964, 2014.

2014 Salem Benferhat, Zied Bouraoui, Karim Tabia, On the Revision of Prioritized DL-Lite Knowledge Bases in 8th International Conference on Scalable Uncertainty Management (SUM'14),pp. 22-36, 2014.

2014 Salem Benferhat, Karim Tabia, Reasoning with Uncertain Inputs in Possibilistic Networks in 14th International Conference on Principles of Knowledge Representation and Reasoning (KR'14),pp. 538-547, 2014.

2014 Salem Benferhat, Sylvain Lagrue, Karim Tabia, Interval-Based Possibilistic Networks in 8th International Conference on Scalable Uncertainty Management (SUM'14),Springer, pp. 37-50, 2014.

2013 Salem Benferhat, Jérôme Delobelle, Karim Tabia, Three-valued possibilistic networks: Semantics & inference in 25th International Conference on Tools with Artificial Intelligence (ICTAI'13),2013.

2012 Salem Benferhat, Abdelhamid Boudjelida, Karim Tabia, Revising the Outputs of a Decision Tree with Expert Knowledge: Application to Intrusion Detection and Alert Correlation in The 24th IEEEE International Conference on Tools with Artificial Intelligence (ICTAI'12),IEEE Computer Science Press, pp. 452-459, 2012.

2012 Sylvain Lagrue, Karim Tabia, Detecting cheating activities in online duplicate Bridge game tournaments: first results in Computer Games Workshop,2012.

2012 Said Jabbour, Lakhdar Saïs, Yakoub Salhi, Karim Tabia, Symmetries in Itemset Mining in 20th European Conference on Artificial Intelligence (ECAI '12),pp. 432-437, 2012.

2012 Salem Benferhat, Karim Tabia, Three-valued possibilistic networks in 20th European Conference on Artificial Intelligence (ECAI'12),pp. 157-162, 2012.

2011 Karim Tabia, Possibilistic Network-Based Classifiers: On the Reject Option and Concept Drift Issues in Scalable Uncertainty Management (SUM'11),Springer, vol. 6929, pp. 460-474, 2011.

2010 Salem Benferhat, Karim Tabia, Belief Change in OCF-Based Networks in Presence of Sequences of Observations and Interventions: Application to Alert Correlation in 11th Pacific Rim International Conference on Artificial Intelligence (PRICAI'10),Springer, vol. 6250, pp. 14-26, 2010.

2010 Salem Benferhat, Karim Tabia, Min-based causal possibilistic networks: Handling interventions and analyzing the possibilistic counterpart of Jeffrey's rule of conditioning in 19th European Conference on Artificial Intelligence - ECAI 2010,pp. 6, 2010.

2010 Karim Tabia, Philippe Leray, Ludovic Mé, From redundant/irrelevant alert elimination to handling idss' reliability and controlling severe attack prediction/false alarm rate tradeoffs in 5th Conference on Network and Information Systems Security (SARSSI'10),2010.

2010 Salem Benferhat, Karim Tabia, Belief Revision of Product-Based Causal Possibilistic Networks in 23rd Canadian Conference on Artificial Intelligence (CanAI'10),Springer, vol. 6085, pp. 244-255, 2010.

2010 Karim Tabia, Philippe Leray, Handling idss' reliability in alert correlation: A bayesian network-based model for handling IDS's reliability and controlling prediction/false alarm rate tradeoffs in International Conference on Security and Cryptography (SECRYPT'10),SciTePress, pp. 14-24, 2010.

2009 Salem Benferhat, Karim Tabia, Classification with uncertain observations using possibilistic networks in 21st International Conference on Tools with Artificial Intelligence (ICTAI'09),IEEE Computer Society, pp. 493-499, 2009.

2009 Salem Benferhat, Karim Tabia, On the Use of Min-Based Revision Under Uncertain Evidence for Possibilistic Classifiers in The Joint 2009 International Fuzzy ystems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference (IFSA'09),pp. 1223-1228, 2009.

2008 Salem Benferhat, Karim Tabia, On the detection of novel attacks using behavioral approaches in International Conference on Software and data Technonologies(ICSOFT'08),Springer, pp. 265-272, 2008.

2008 Karim Tabia, Salem Benferhat, Context-based profiling for anomaly intrusion detection with diagnosis in Third International Conference on Availability, Reliability and Security(ARES'08),IEEE, pp. 618-623, 2008.

2008 Karim Tabia, Salem Benferhat, On the use of decision trees as behavioral approaches in intrusion detection in Seventh International Conference on Machine Learning and Applications (ICMLA'08),IEEE Computer Press, pp. 665-670, 2008.

2008 Salem Benferhat, Karim Tabia, Novel and anomalous behavior detection using Bayesian network classifiers in International Conference on Security and Cryptography(SECRYPT'08),Springer, pp. 13-20, 2008.

2008 Salem Benferhat, Karim Tabia, An efficient algorithm for naive possibilistic classifiers with uncertain inputs in Second International Conference on Scalable Uncertainty Management(SUM'08),Lecture Notes in Artificial Intelligence (LNAI 5291), Springer, pp. 63-77, 2008.

2008 Karim Tabia, Salem Benferhat, Yassine Djouadi, A two-stage aggregation/thresholding scheme for multi-model anomaly-based approaches in The Fourth IEEE LCN Workshop on Network Security (WNS'08),2008.

2008 Salem Benferhat, Karim Tabia, Classification features for detecting server-side and client-side web attacks in 23rd International Security Conference(SEC'08),Lecture Notes in Computer Science (LNCS), Springer, pp. 729-733, 2008.

2008 Salem Benferhat, Karim Tabia, New schemes for anomaly score aggregation and thresholding in International Conference on Security and Cryptography(SECRYPT'08),Springer, pp. 21-28, 2008.

National conferences

2022 Thibault Falque, Christophe Lecoutre, Bertrand Mazure, Karim Tabia, Optimisation du parcage des avions à l'aéroport Paris Charles de Gaulle. in 17es Journées Francophones de Programmation par Contraintes (JFPC’22),2022.

2022 Thibault Falque, Bertrand Mazure, Christophe Lecoutre, Karim Tabia, Optimisation du parking des avions à Paris Charles de Gaulle in 23ème congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision,2022.

2011 Karim Tabia, Salem Benferhat, Pierre Leray, Ludovic Mé, Alert correlation in intrusion detection: Combining AI-based approaches for exploiting security operators' knowledge and preferences in Security and Artificial Intelligence (SecArt),pp. NC, 2011.

2008 Karim Tabia, Algorithme efficace pour la classification avec des observations incertaines dans les réseaux possibilistes naïfs in Rencontres francophones sur la Logique Floue et ses Applications (LFA'08),2008.

2008 Karim Tabia, Salem Benferhat, Seuillage et agrégation pour les approches comportementales multi-modèles in Third Joint Conference on Security in Network Architectures (SAR) and Security of Information Systems (SSI) (SARSSI'08),2008.

Proceedings editions

2020 Jesse Davis, Karim Tabia, Proceedings of the 14th International Conference on Scalable Uncertainty Management (SUM 2020) Springer International Publishing, 2020.

2017 Salem Benferhat, Karim Tabia, Moonis Ali, Advances in Artificial Intelligence: From Theory to Practice Springer, 2017.

2017 Salem Benferhat, Karim Tabia, Moonis Ali, Advances in Artificial Intelligence: From Theory to Practice - 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems Springer, 2017.

Book chapters

2020 Salem Benferhat, Philippe Leray, Karim Tabia, Belief Graphical Models for Uncertainty representation and reasoning in A Guided Tour of Artificial Intelligence Research, volume II: AI Algorithms,pp. 209-246, 2020.

2014 Salem Benferhat, Philippe Leray, Karim Tabia, Modèles graphiques pour l'incertitude : inférence et apprentissage in Panorama de l'Intelligence Artificielle, volume 2: Algorithmes pour l'intelligence artificielle,pp. 26 pages, Cepadues, 2014.