Publications

Articles de revues internationales

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, mars 2017.

2017 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, decembre 2017. [Download]

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, Springer, pp. 1-21, 2013.

2012 Salem Benferhat, Karim Tabia, Inference in possibilistic network classifiers under uncertain observations in Annals of Mathematics and Artificial Intelligence (AMAI),vol. 64, n° 2-3, Springer, pp. 269-309, mars 2012.

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

2011 Salem Benferhat, Karim Tabia, Karima Sedki, Jeffrey’s rule of conditioning in a possibilistic framework in Annals of Mathematics and Artificial Intelligence (AMAI),vol. 66, n° 3, pp. 185-202, 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, IOS Press, 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 (IJIS),vol. 24, n° 12, Wiley, pp. 1203 - 1229, decembre 2009.

Articles de conférences internationales

2018 Truong-Thanh Ma, Salem Benferhat, Zied Bouraoui, Karim Tabia, Thanh-Nghi Do, Huu-Hoa Nguyen, An Ontology-Based Modelling of Vietnamese Traditional Dances in 13th International Conference on Software Engineering and Knowledge Engineering (SEKE’18),2018. (to appear)

2017 Ob-Orm Muangmoon, Pradorn Sureephong, Karim Tabia, Dance Training Tool Using Kinect-Based Skeleton Tracking and Evaluating Dancer’s Performance in 30th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems (IEA/AIE’17),Springer, pp. 27-32, juin 2017.

2017 Maroua Haddad, Philippe Leray , Amélie Levray, Karim Tabia, Learning the parameters of possibilistic networks from data: Empirical comparison in 30th International Florida Artificial Intelligence Research Society Conference (FLAIRS’17),AAAI Press, pp. 736-741, mai 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),novembre 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, juin 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, juin 2017.

2016 Karim Tabia, Possibilistic Graphical Models for Uncertainty Modeling in 10th International Conference on Scalable Uncertainty Management (SUM’16),Springer, pp. 33-48, septembre 2016.

2016 Jean-François Baget, Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Marie-Laure Mugnie, Odile Papini, Swan Rocher, Karim Tabia, Inconsistency-Tolerant Query Answering: Rationality Properties and Computational Complexity Analysis in 15th European Conference on Logics in Artificial Intelligence (JELIA’16),pp. 64-80, 2016.

2016 Jean-François Baget, Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Marie-Laure Mugnie, Odile Papini, Swan Rocher, Karim Tabia, A General Modifier-Based Framework for Inconsistency-Tolerant Query Answering in 15th International Conference on Principles of Knowledge Representation and Reasoning (KR’16),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, août 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’16),pp. 3684-3690, 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, septembre 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, juillet 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, 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, juillet 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.

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. (Lecture Notes in Computer Science)

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

2013 Saïd Jabbour, Mehdi Khiari, Lakhdar Saïs, Yakoub Salhi, Karim Tabia, Symmetry-Based Pruning in Itemset Mining in 25th International Conference on Tools with Artificial Intelligence (ICTAI’13),IEEE Computer Society, novembre 2013.

2013 Salem Benferhat, Jérôme Delobelle, Karim Tabia, Three-valued possibilistic networks: Semantics & inference in 25th International Conference on Tools with Artificial Intelligence (ICTAI’13),IEEE Computer Society, pp. 38-45, juillet 2013. [Download]

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

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 Proceedings of the 24th IEEEE International Conference on Tools with Artificial Intelligence (ICTAI’12),IEEE, pp. 452-459, novembre 2012.

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

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

2010 Karim Tabia, Philippe Leray , Bayesian network-based approaches for severe attack prediction and handling IDSs’ reliability in International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’10),Springer, pp. 632-642, juin 2010.

2010 Salem Benferhat, Karim Tabia, Belief Revision of Product-Based Causal Possibilistic Networks in 23rd Canadian Conference on Artificial Intelligence (CanAI’10),Lecture Notes in Computer Science , pp. 244-255, mai 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),pp. 14-24, juillet 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’10),pp. 943-948, 2010.

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, pp. 14-26, septembre 2010.

2009 Salem Benferhat, Karim Tabia, On the Use of Min-Based Revision Under Uncertain Evidence for Possibilistic Classifiers in Proceedings of the Joint 2009 International Fuzzy Systems,pp. 1223-1228, juillet 2009.

2009 Salem Benferhat, Karim Tabia, Classification with uncertain observations using possibilistic networks in 21st International Conference on Tools with Artificial Intelligence (ICTAI’09),IEEE, novembre 2009.

2008 Salem Benferhat, Karim Tabia, An efficient algorithm for naive possibilistic classifiers with uncertain inputs in 2nd International Conference on Scalable Uncertainty Management (SUM’08),Lecture Notes in Artificial Intelligence (LNAI 5291), Springer, pp. 63-77, octobre 2008.

2008 Salem Benferhat, Karim Tabia, On the detection of novel attacks using behavioral approaches in Proceedings of the Third International Conference on Software and Data Technologies (ICSOFT’08),Springer, pp. 265-272, juillet 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, decembre 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, juillet 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. (Best student paper award)

2008 Salem Benferhat, Karim Tabia, Classification features for detecting server-side and client-side web attacks in 23rd International Information Security Conference,Springer, IFIP Advances in Information and Communication Technology, vol. 278, pp. 729-733, 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.

2007 Salem Benferhat, Karim Tabia, Yassine Djouadi, Integrating anomaly-based detection with bayesian decision tree classifiers in Information and Communication Technology (ICICOT’08),decembre 2007.

2007 Salem Benferhat, Karim Tabia, Karima Sedki, Preprocessing rough network data for intrusion detection purposes in International Conference on Telecommunication Networks and Systems (IADIS’07),pp. 105-109, juillet 2007.

2005 Salem Benferhat, Karim Tabia, On the Combination of Naive Bayes and Decision Trees for Intrusion Detection in International Conference on Computational Intelligence (CIMCA’05),IEEE, vol. 1, pp. 211-216, novembre 2005.

Articles de workshops internationaux

2012 Sylvain Lagrue, Karim Tabia, Detecting cheating activities in online duplicate Bridge game tournaments: first results in Computer Games Workshop,août 2012. (dans le cadre d’ECAI 2012)

2011 Karim Tabia, Salem Benferhat, Philippe Leray , Ludovic Mé , Alert correlation in intrusion detection: Combining AI-based approaches for exploiting security operators’ knowledge and preferences. in 3rd Workshop on Intelligent Security - Security and Artificial Intelligence (SecArt),juillet 2011. (dans le cadre d’IJCAI’11)

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),IEEE Press, octobre 2008.

Articles de revues nationales

2009 Tayeb Kenaza, Karim Tabia, Aïcha Mokhtari , Détection d’attaques élémentaires et coordonnées à base de réseaux Bayésiens naïfs in Information - Interaction - Intelligence (I3),vol. 9, n° 1, Cépaduès, 2009.

Articles de conférences nationales

2017 Salem Benferhat, Amélie Levray, Karim Tabia, Approximation de l’inférence MAP via les transformations probabilistes-possibilistes in 11èmes Journées de l’Intelligence Artificielle Fondamentale (IAF’17),juillet 2017.

2016 Maroua Haddad, Philippe Leray , Amélie Levray, Karim Tabia, Possibilistic networks parameter learning: Preliminary empirical comparison in 8èmes Journées Francophones sur les Réseaux Bayésiens et les Modèles Graphiques Probabilistes (JFRB’16),juin 2016.

2015 Salem Benferhat, Amélie Levray, Karim Tabia, Transformations probabilistes-possibilistes: conditionnement, inférence et modèles graphiques in 9èmes Journées de l’Intelligence Artificielle Fondamentale (IAF’15),juin 2015.

2015 Salem Benferhat, Amélie Levray, Karim Tabia, Conditionnement en logique possibiliste à intervalles in 24ème Conférence sur la Logique Floue et ses Applications (LFA’15),novembre 2015.

2014 Saïd Jabbour, Mehdi Khiari, Lakhdar Saïs, Yakoub Salhi, Karim Tabia, Symétries et Extraction de Motifs Ensemblistes in 14ème Conférence sur l’Extraction et la Gestion des Connaissances (EGC’14),pp. 407-418, 2014.

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),mai 2010.

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),octobre 2008.

2006 Salem Benferhat, Karim Tabia, Systèmes de détection d’intrusions hybrides Partie I: Intégration d’une approche comportementale in First Joint Conference on Security in Network Architectures (SAR) and Security of Information Systems (SSI) (SARSSI’06),juin 2006.

Éditions d'actes de conférences

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

Chapitres d'ouvrages

2014 Salem Benferhat, Philippe Leray , Karim Tabia, Modèles graphiques pour l’incertitude in Représentation des connaissances et formalisation des raisonnements, volume 1 série : Panorama de l’Intelligence Artificielle,vol. 1, Cépadues, mai 2014.