Publications

You can take a look at my publications on my DBLP entry or on Google Scholar.

Publications in international journals

  1. Salem Benferhat, Amélie Levray, Karim Tabia: Possibilistic networks: computational analysis of MAP and MPE inference. Int. J. Artif. Intell. Tools 29(03n04): 2060005:1-2060005:28 (2020)

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

  3. Salem Benferhat, Karim Tabia, Moonis Ali: Intelligence Systems: Trends and Challenges. AI Magazine 38(4): 87-88 (2017)

  4. Abdelmoutia Telli, Salem Benferhat, Mustapha Bourahla, Zied Bouraoui, Karim Tabia: Polynomial Algorithms for Computing a Single Preferred Assertional-Based Repair. KI 31(1): 15-30 (2017)

  5. Salem Benferhat, Abdelhamid Boudjelida, Karim Tabia, Habiba Drias: An intrusion detection and alert correlation approach based on revising probabilistic classifiers using expert knowledge. Appl. Intell. 38(4): 520-540 (2013)

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

  7. Karim Tabia and Philippe Leray, Alert correlation for predicting severe attacks: From irrelevant/redundant alert elimination to controlling prediction/false alarm rate tradeoffs, Intelligent Data Analysis Journal , vol. 15, n° 6, IOPress, pp. 955-978, 2011.

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

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

  10. Salem Benferhat and Karim Tabia, An efficient algorithm for naive possibilistic classifiers with uncertain inputs, International Journal of Intelligent Systems(IJIS), Vol. 24 Issue 12, p. 1203-1229. Dec, 2009.

Publications in national journals

  1. Tayeb Kenaza, Karim Tabia, Aicha Mokhtari. Détection d'attaques élémentaires et coordonnées à base de réseaux Bayésiens naïfs. Revue Information-Interaction-Intelligence (I3), Vol. 9, Num. 1, 2009. [.bib][.pdf][www]

Editorship

  1. Jesse Davis, Karim Tabia: Scalable Uncertainty Management - 14th International Conference, SUM 2020, Bozen-Bolzano, Italy, September 23-25, 2020, Proceedings. Lecture Notes in Computer Science 12322, Springer 2020, ISBN 978-3-030-58448-1

  2. Karim Tabia, Designing intelligence systems: New trends and challenges, Special Issue of the Applied Intelligence Journal, Volume 49, Issue 1, ISSN: 0924-669X (Print) 1573-7497, Jan. 2019.

  3. 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, IEA/AIE 2017, Arras, France, June 27-30, 2017, Proceedings, Part I. Lecture Notes in Computer Science 10350, Springer 2017, ISBN 978-3-319-60041-3

  4. 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, IEA/AIE 2017, Arras, France, June 27-30, 2017, Proceedings, Part II. Lecture Notes in Computer Science 10351, Springer 2017, ISBN 978-3-319-60044-4

Book chapters

  1. Salem Benferhat; Philippe Leray; Karim Tabia: Chapter: Belief Graphical Models for Uncertainty representation and reasoning, In: A Guided Tour of Artificial Intelligence Research. Editors: Marquis, Pierre, Papini, Odile, Prade, Henri (Eds.). ISBN 978-3-030-06163-0. 2020

  2. Salem Benferhat; Philippe Leray; Karim Tabia: Chapitre: Modèles graphiques pour l'incertitude, Dans Représentation des connaissances et formalisation des raisonnements, volume 1 série : Panorama de l'Intelligence Artificielle, I.S.B.N. : 9782364930414, 2014.

Publications in international conferences

  1. Karim Tabia: Updating Probability Intervals with Uncertain Inputs. IJCAI-ECAI 2022: 2748-2754

  2. Salem Benferhat, Zied Bouraoui, Truong-Thanh Ma, Karim Tabia: Representing Vietnamese Traditional Dances and Handling Inconsistent Information. IPMU (2) 2022: 379-393

  3. Sara Kebir, Karim Tabia: Classifier Probability Calibration Through Uncertain Information Revision. IPMU (2) 2022: 598-611

  4. Hakim Radja, Yassine Djouadi, Karim Tabia: Towards an FCA-Based Approach for Explaining Multi-label Classification. IPMU (2) 2022: 638-651

  5. Ryma Boumazouza, Fahima Cheikh Alili, Bertrand Mazure, Karim Tabia: ASTERYX: A model-Agnostic SaT-basEd appRoach for sYmbolic and score-based eXplanations. CIKM 2021: 120-129

  6. Cécile Carra, Karim Tabia: Smart Home for Seniors: Opportunities and Challenges for AI. ICAART (2) 2020: 967-973

  7. Sihem Belabbes, Yacine Izza, Nizar Mhadhbi, Tri-Thuc Vo, Karim Tabia, Salem Benferhat: An Ontology-based Approach for Building and Querying ICH Video Datasets. ICAART (1) 2020: 497-505

  8. Karim Tabia, Towards explainable multi-label classification, In 31st IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2019, 1088-1095, Portland, OR, USA, November 4-6, 2019.

  9. Sihem Belabbes, Chi Wee 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, 1638-1642, Portland, OR, USA, November 4-6, 2019.

  10. Salem Benferhat, Karim Tabia, Amélie Levray: A complexity analysis of MPE inference in possibilistic networks. IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2019, 1-6, New Orleans, LA, USA, June 23-26 2019:

  11. Thanh-Nghi Do, The-Phi Pham, Nguyen-Khang Pham, Huu-Hoa Nguyen, Karim Tabia, Salem Benferhat: Stacking of SVMs for Classifying Intangible Cultural Heritage Images. ICCSAMA 2019: 186-196

  12. Truong-Thanh Ma, Salem Benferhat, Zied Bouraoui, Karim Tabia, Thanh-Nghi Do, Nguyen-Khang Pham: An Automatic Extraction Tool for Ethnic Vietnamese Thai Dances Concepts. ICMLA 2019: 1527-1530

  13. Karim Tabia: Analysis of Jeffrey's Rule of Conditioning in an Imprecise Probabilistic Setting. FLAIRS Conference 2018: 525-530

  14. Salem Benferhat, Amélie Levray, Karim Tabia: Possibilistic Networks: MAP Query and Computational Analysis. ICTAI 2018: 916-923

  15. Karim Tabia, Hugues Wattez, Nicolas Ydée, Karima Sedki: Data Analytics and Visualization for Connected Objects: A Case Study for Sleep and Physical Activity Trackers. IEA/AIE 2018: 685-696

  16. Truong-Thanh Ma, Salem Benferhat, Zied Bouraoui, Karim Tabia, Thanh-Nghi Do, Huu-Hoa Nguyen: An Ontology-based Modelling of Vietnamese Traditional Dances. SEKE 2018: 64-67

  17. Mouslim Tolba, Salem Benferhat, Karim Tabia, Abdelkader Belkhir: Handling Capabilities in Security Policies. TrustCom/BigDataSE 2018: 1922-1927

  18. Maroua Haddad, Philippe Leray, Amélie Levray, Karim Tabia: Learning the Parameters of Possibilistic Networks from Data: Empirical Comparison. FLAIRS Conference 2017: 736-741

  19. Salem Benferhat, Amélie Levray, Karim Tabia: Approximating MAP Inference in Credal Networks Using Probability-Possibility Transformations. ICTAI 2017: 1057-1064

  20. Ma Thi Chai, Karim Tabia, Sylvain Lagrue, Le Thanh Ha, The Duy Bui, Thuy Nguyen-Thanh: Annotating Movement Phrases in Vietnamese Folk Dance Videos. IEA/AIE (2) 2017: 3-11

  21. Ob-orm Muangmoon, Pradorn Sureephong, Karim Tabia: Dance Training Tool Using Kinect-Based Skeleton Tracking and Evaluating Dancer's Performance. IEA/AIE (2) 2017: 27-32

  22. Salem Benferhat, Amélie Levray, Karim Tabia, Vladik Kreinovich: Set-Valued Conditioning in a Possibility Theory Setting. ECAI 2016: 604-612

  23. Salem Benferhat, Zied Bouraoui, Madalina Croitoru, Odile Papini, Karim Tabia: Non-Objection Inference for Inconsistency-Tolerant Query Answering. IJCAI 2016: 3684-3690

  24. 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. JELIA 2016: 64-80

  25. 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. KR 2016: 513-516

  26. Salem Benferhat, Mouslim Tolba, Karim Tabia, Abdelkader Belkhir: Integrating non elementary actions in access control models. SIN 2016: 28-31

  27. Salem Benferhat, Zied Bouraoui, Huma Chadhry, Mohd Shafry Bin Mohd Rahim Fc, Karim Tabia, Abdelmoutia Telli: Characterizing Non-Defeated Repairs in Inconsistent Lightweight Ontologies. SITIS 2016: 282-287

  28. Karim Tabia: Possibilistic Graphical Models for Uncertainty Modeling. SUM 2016: 33-48

  29. Salem Benferhat, Amélie Levray, Karim Tabia: On the Analysis of Probability-Possibility Transformations: Changing Operations and Graphical Models. ECSQARU 2015: 279-289

  30. Salem Benferhat, Zied Bouraoui, Karim Tabia: Non Defeated-Based Repair in Possibilistic DL-Lite Knowledge Bases. FLAIRS Conference 2015: 14-19

  31. Salem Benferhat, Martine Ceberio, Vladik Kreinovich, Sylvain Lagrue, Karim Tabia: On the Normalization of Interval-Based Possibility Distributions. FLAIRS Conference 2015: 20-25

  32. Salem Benferhat, Zied Bouraoui, Karim Tabia: How to Select One Preferred Assertional-Based Repair from Inconsistent and Prioritized DL-Lite Knowledge Bases? IJCAI 2015: 1450-1456

  33. Salem Benferhat, Amélie Levray, Karim Tabia, Vladik Kreinovich: Compatible-Based Conditioning in Interval-Based Possibilistic Logic. IJCAI 2015: 2777-2783

  34. Salem Benferhat, Amélie Levray, Karim Tabia: Probability-Possibility Transformations: Application to Credal Networks. SUM 2015: 203-219

  35. Salem Benferhat, Sylvain Lagrue, Karim Tabia: Analysis of interval-based possibilistic networks. ECAI 2014: 963-964

  36. Salem Benferhat, Karim Tabia, Mouaad Kezih, Mahmoud Taibi: Post-processing a classifier's predictions: Strategies and empirical evaluation. ECAI 2014: 965-966

  37. Salem Benferhat, Karim Tabia: Reasoning with Uncertain Inputs in Possibilistic Networks. KR 2014

  38. Salem Benferhat, Zied Bouraoui, Karim Tabia: On the Revision of Prioritized DL-Lite Knowledge Bases. SUM 2014: 22-36

  39. Salem Benferhat, Sylvain Lagrue, Karim Tabia: Interval-Based Possibilistic Networks. SUM 2014: 37-50

  40. Daniel Caragata, Karim Tabia, Mauricio Luduena: Cryptanalysis of a chaos-based encryption algorithm for distributed systems. ICITST 2013: 31-36

  41. Salem Benferhat, Jérôme Delobelle, Karim Tabia: Three-Valued Possibilistic Networks: Semantics & Inference. ICTAI 2013: 38-45

  42. Saïd Jabbour, Mehdi Khiari, Lakhdar Sais, Yakoub Salhi, Karim Tabia: Symmetry-Based Pruning in Itemset Mining. ICTAI 2013: 483-490

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

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

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

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

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

  48. Salem Benferhat, Karim Tabia, Min-based causal possibilistic networks: Handling interventions and analyzing the possibilistic counterpart of Jeffrey's rule of conditioning. 19th European Conference on Artificial Intelligence - ECAI'10. Lisbon, Portugal, 2010. [.bib][.pdf][www]

  49. Karim Tabia and Philippe Leray, Handling IDS' reliability in alert correlation: A Bayesian network-based model for handling IDS's reliability and controlling prediction/false alarm rate tradeoffs, International Conference on Security and Cryptography (SECRYPT'2010), Athens, Greece, 2010. [.bib][.pdf][www]

  50. Karim Tabia and Philippe Leray, Bayesian network-based approaches for severe attack prediction and handling IDSs' reliability, International Conference on Information Processing and Management of Uncertainty (IPMU'10), Dortmund, Germany, 2010. [.bib][.pdf][www]

  51. Salem Benferhat, Karim Tabia, Belief revision of product-based causal possibilistic networks. Canadian Conference on Artificial Intelligence (CanAI'10). Ottawa, Canada, 2010. [.bib][.pdf][www]

  52. Salem Benferhat, Karim Tabia, Karima Sedki, On the analysis of the unicity of Jeffrey's rule of conditioning in a possibilistic framework. The Eleventh International Symposium on Artificial Intelligence and Mathematics. Florida, USA, 2010. [.bib][.pdf][www]

  53. Salem Benferhat, Karim Tabia, Classification with Uncertain Observations Using Possibilistic Networks, 21st IEEE International Conference on Tools with Artificial Intelligence (ICTAI'09), p.493-499. Newark, New Jersey, USA, 2009. [.bib][.pdf][www]

  54. Salem Benferhat and Karim Tabia, On the use of min-based revision under uncertain evidence for possibilistic classifiers, In International Fuzzy Systems Association WORLD CONGRESS (IFSA'09), Lisbon, Portugal, 2009. [.bib][.pdf][www]

  55. Karim Tabia, Salem Benferhat, On the use of decision trees as behavioral approaches in intrusion detection. in The Seventh International Conference on Machine Learning and Applications (ICMLA'08), IEEE, San Diego, USA, 2008. [.bib][.pdf][www]

  56. Salem Benferhat and Karim Tabia. An efficient algorithm for naive possibilistic classifiers with uncertain inputs, in The Second International Conference on Scalable Uncertainty Management (SUM'08), Springer LNAI, Naples, Italy, 2008. [.bib][.pdf][www]

  57. 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, october 2008.

  58. Salem Benferhat and Karim Tabia. Novel and anomalous behavior detection using Bayesian network classifiers. In SECRYPT'08: International Conference on Security and Cryptography, Springer, Porto, Portugal, 2008. Received SECRYPT08's "Best Student Paper Award"

  59. Salem Benferhat and Karim Tabia. New schemes for anomaly score aggregation and thresholding. In SECRYPT'08: International Conference on Security and Cryptography, Springer, Portugal, 2008.

  60. Salem Benferhat and Karim Tabia. On the detection of novel attacks using behavioral approaches. In ICSOFT'08: International Conference on Software and data Technologies, Springer, Porto, Portugal 2008.

  61. Salem Benferhat and Karim Tabia. Classification features for detecting server-side and client-side web attacks. In SEC2008 : 23rd International Security Conference, Springer, Milan, Italy, 2008

  62. Salem Benferhat and Karim Tabia. Context-based profiling for anomaly intrusion detection with diagnosis. In ARES2008: The Third International Conference on Availability, Reliability and Security, IEEE, Barcelona, Spain, 2008.

  63. Salem Benferhat, Karim Tabia and Yassine Djouadi. Integrating anomaly-based detection with bayesian decision tree classifiers, In ICICOT'07: International Conference on Advances in Information and Communication Technology (ICICOT), McMilan, Manipal, India, 2007.

  64. Salem Benferhat , Karima Sedki and Karim Tabia, Preprocessing rough network data for intrusion detection purposes. In IADIS'07 International Conference on Telecommunication Networks and Systems, Lisbone, Portugal, 2007.

  65. Salem Benferhat and Karim Tabia , On the combination of Naive Bayes and decision trees for intrusion detection, The International Conference of Intelligence, Control and Automation (CIMCA'05), IEEE, 2005.

Workshops internationaux (avec comité de sélection et actes publiés)}

  1. Sylvain Lagrue, Nathalie Chetcuti-Sperandio, Fabien Delorme, Ma Thi Chau, Duyen Ngo Thi, Karim Tabia, Salem Benferhat: An Ontology Web Application-based Annotation Tool for Intangible Culture Heritage Dance Videos. SUMAC @ ACM Multimedia 2019: 75-81

  2. Salem Benferhat, Mouslim Tolba, Karim Tabia, Abdelkader Belkhir: Representing sequences of actions in access control security policies. PrAISe@ECAI 2016: 5:1-5:4

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

  4. 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@IJCAI’11), juillet 2011.

  5. 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.

Publications in national conferences

  1. T Falque, C Lecoutre, B Mazure, K Tabia: Optimisation du parcage des avions à l'aéroport Paris Charles de Gaulle. 17es Journées Francophones de Programmation par Contraintes (JFPC’22)

  2. T Falque, B Mazure, C Lecoutre, K Tabia: Optimisation du parking des avions à Paris Charles de Gaulle, 23ème congrès annuel de la Société Française de Recherche Opérationnelle et d’Aide à la Décision, INSA Lyon, Feb 2022, Villeurbanne - Lyon, France

  3. 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.

  4. 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.

  5. 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.

  6. 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.

  7. Karim Tabia and Philippe Leray and Ludovic Mé, From redundant/irrelevant alert elimination to handling IDSs' reliability and controlling severe attack prediction/false alarm rate tradeoffs, The Fifth Conference on Network and Information Systems Security (SARSSI 2010), Nice, France, Mai 2010.

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

  9. Karim Tabia, Algorithme efficace pour la classification avec des observations incertaines dans les réseaux possibilistes naïfs. Rencontres francophones sur la Logique Floue et ses Applications, Lens, october 2008.

  10. Salem Benferhat and Karim Tabia, Systèmes de détection d'intrusions hybrides Partie I: Intégration d'une approche comportementale. First Joint Conference on Security in Network Architectures (SAR) and Security of Information Systems (SSI), Seignosse Landes, France, June 2006.