Publications
Toutes les publications sont en format PDF.
Chapitres de livre
- Faghihi, U., Fournier-Viger, P. & Nkambou, R. (in press). CELTS: A Cognitive Tutoring Agent with Human-Like Learning Capabilities and Emotions. In Ayala, A. P. (Ed.) Intelligent and Adaptive Educational-Learning Systems: Achievements and Trends, Springer.
- Fournier-Viger, P., Nkambou, R. & Mephu Nguifo, E. (2010). Building Intelligent Tutoring Systems for Ill-Defined Domains. In Nkambou, R., Mizoguchi, R. & Bourdeau, J. (Eds.). Advances in Intelligent Tutoring Systems, Springer, pages 81-101. [2
citations]
- Fournier-Viger, P., Nkambou, R. & Mephu Nguifo, E. (2010). Learning Procedural Knowledge from User Solutions To Ill-Defined Tasks in a Simulated Robotic Manipulator. In Romero et al. (Eds.). Handbook of Educational Data Mining, CRC Press, pages 451-465.
- Fournier-Viger,
P.,
Nkambou, R., Faghihi, U. & Mephu Nguifo, E. (2009). Mining Temporal Patterns to Improve Agents Behavior: Two Case Studies. Dans Cao, L. (Ed.) Data Mining and Multiagent Integration, Springer, pages 77-92. [2
citations]
Articles de revues
- Fournier-Viger, P., Faghihi, U., Nkambou, R., Mephu Nguifo, E. (2012). CMRules: Mining Sequential Rules Common to Several Sequences. Knowledge-based Systems, Elsevier, 25(1): 63-76.
- Faghihi, U., P. Fournier-Viger & Nkambou, R. (in press). A Computational Model for Causal Learning in Cognitive Agents. Knowledge-Based Systems, Elsevier, 12 pages.
- Faghihi, U., Poirier, P., Fournier-Viger, P, & Nkambou, R. (2011). Human-Like Learning in a Cognitive Agent. Journal of Experimental & Theoretical Artificial Intelligence, Taylor & Francis, 23(4): 497-528.
- Nkambou, R., Fournier-Viger, P. & Mephu Nguifo, E. (2011). Learning Task Models in Ill-defined Domain Using an Hybrid Knowledge Discovery Framework. Knowledge-Based Systems, Elsevier, 24(1):176-185. [3
citations]
- Faghihi, U., Fournier-Viger, P., Nkambou, R. & Poirier, P. (2011). Identifying Causes Helps a Tutoring System to Better Adapt to Learners During Training Sessions. Journal of Intelligent Learning Systems and Application, Scientific Research Publishing, 3(3): 139-154.
- Fournier-Viger, P., Faghihi, U., Nkambou, R. & Mephu Nguifo, E. (2010). Exploiting Sequential Patterns Found in Users’ Solutions and Virtual Tutor Behavior to Improve Assistance in ITS. Educational Technology & Society, 13(1):12-24. [1
citation]
- Nkambou, R, Fournier-Viger, P. & Mephu Nguifo, E. (2009).Improving the Behavior of Intelligent Tutoring Agents with Data Mining. IEEE Intelligent Systems, 24(3):46-53. [4
citations]
- Fournier-Viger,
P.,
Nkambou, R. & Mayers, A. (2008). Evaluating Spatial
Representations and Skills in a Simulator-Based Tutoring System. IEEE Transactions on Learning
Technologies, 1(1):63-74.[1
citation]
- Fournier-Viger P.,
Najjar, M., Mayers, A. & Nkambou, R. (2006). A Cognitive and Logic based Model for
Building Glass-box Learning Objects.
Interdisciplinary Journal of Knowledge and Learning Objects, 2:7-94 [12
citations].
- Najjar, M., Mayers, A.
& Fournier-Viger, P. (2006). A Novel Cognitive
Computational Knowledge Model for Virtual Learning Environments.
The WSEAS Transactions on Advances in Engineering Education. 3(4):246-255 [1
citation]
Articles de conférences arbitrées
- Wu, C.-W., Fournier-Viger, P., Yu., P. S. & Tseng, V. S. (2011). Efficient Mining of a Concise and Lossless Representation of High Utility Itemsets. Proceedings of the 11th IEEE International Conference on Data Mining (ICDM 2011). IEEE CS Press,10 pages. [Taux d'acceptation 12%]
- Fournier-Viger, P. & Tseng, V. S. (2011). Mining Top-K Sequential Rules. Proceedings of the 7th Intern. Conf. on Advanced Data Mining and Applications (ADMA 2011). LNAI 7121, Springer, pp.180-194. [Taux d'acceptation 18 %]
- Fournier-Viger, P., Nkambou, R., Mayers, A., Mephu Nguifo, E & Faghihi, U. (2011). An Hybrid Expertise Model to Support Tutoring Services in Robotic Arm Manipulations. Actes de la conférence "the 10th Mexican International Conference on Artificial Intelligence" (MICAI 2011), LNAI 7094, Springer, pp. 478-489.
- Fournier-Viger, P., Nkambou, R. & Tseng, V. S. (2011). RuleGrowth: Mining Sequential Rules Common to Several Sequences by Pattern-Growth. Actes de la conférence "26th Symposium on Applied Computing (ACM SAC 2011). ACM Press, pages 954-959.
- Faghihi, U., Fournier-Viger, P. & Nkambou, R. (2011). A Cognitive Tutoring Agent with Episodic and Causal Learning Capabilities. Actes de la conférence "the 15th International. Conference on Artificial Intelligence and Education" (AIED 2011). IOS Press, pp. 72-80.
- Faghihi, U., Fournier-Viger, P. & Nkambou, R. (2011). Implementing an Efficient Causal Learning Mechanism in a Cognitive Tutoring Agent. Actes de la conférence "the 24th Intern.Conf. on Industrial, Engineering and Other Applications of Applied Intelligent Systems" (IEA-AIE 2011), LNAI 6704, Springer, pp.27-36.
- Faghihi, U., Fournier-Viger, P. & Nkambou, R. (2011). A Cognitive Tutoring Agent with Automatic Reasoning Capabilities. Actes de la conférence "the 24th International Florida Artificial Intelligence Research Society Conference" (FLAIRS 2011), AAAI press, , pp.448-449.
- Fournier-Viger, P., Faghihi, U., Nkambou, R. & Mephu Nguifo, E. (2010).CMRules: An Efficient Algorithm for Mining Sequential Rules Common to Several Sequences. Actes de la conférence "the 23th International Florida Artificial Intelligence Research Society Conference" (FLAIRS 2010). AAAI press, pages 410-415. [code source][ppt] [1 citation]
- Fournier-Viger, P., Nkambou, R., Mephu Nguifo, E. & Mayers, A. (2010), ITS in Ill-defined Domains: Toward Hybrid Approaches. Actes
de la conférence "the 10th International Conference on
Intelligent Tutoring
Systems" (ITS 2010), LNCS 6095, Springer, pages 749-751. [2 citations]
- Faghihi, U., Fournier-Viger, P., Nkambou, R. & Poirier, P. (2010). The Combination of a Causal Learning and an Emotional Learning Mechanism for an Improved Cognitive Tutoring Agent. Actes de la conférence "the 23th Intern.Conf. on Industrial, Engineering and Other Applications of Applied Intelligent Systems" (IEA-AIE 2010), LNAI 6097, Springer, pages 438-449.
- Fournier-Viger, P., Nkambou, R., Mephu Nguifo, E. (2009). Exploiting Partial Problem Spaces Learned from Users' Interactions to Provide Key Tutoring Services in Procedural and Ill-Defined Domains. Actes de la conférence "the 14th International. Conference on Artificial Intelligence and Education" (AIED 2009), IOS Press, pages 383-390.
- Faghihi, U., Fournier-Viger, P., Nkambou, R. & Poirier, P. (2009). A Generic Episodic Learning Model Implemented in a Cognitive Agent by Means of Temporal Pattern Mining. Actes de la conférence "the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems" (IEA-AIE 2009), LNAI 5579, Springer, pages 545-555.
- Fournier-Viger, P., Nkambou, R., Mephu Nguifo, E & Faghihi, U. (2009). Building Agents that Learn by Observing other Agents Performing a Task - A Sequential Pattern Mining Approach. Actes de la conférence "the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems" (IEA-AIE 2009), SCI 214, Springer, pages 279-284.
- Faghihi, U., Fournier-Viger, P., Nkambou, R., Poirier, P. & Mayers, A. (2009), How Emotional Mechanism Helps Episodic Learning in a Cognitive Agent, Actes de la conférence "the 2009 IEEE Symposium on Intelligent Agents", IEEE CS press, pages 23-30. [4
citations]
- Faghihi, U., Nkambou, R, Poirier, P. & Fournier-Viger, P. (2009) Emotional Learning and a Combined Centralist-Peripheralist Based Architecture for a More Efficient Cognitive Agent. Actes de la conférence "the 7th IEEE International Conference on Industrial Technology" (ICIT 2009) . IEEE CS press, 6 pages.
- Fournier-Viger, P., Nkambou,
R & Mephu Nguifo,
E. (2008), A Knowledge Discovery Framework for Learning Task Models from User Interactions in Intelligent Tutoring Systems. Actes
de la conférence "the 7th Mexican International Conference on Artificial Intelligence" (MICAI 2008). LNAI 5317, Springer, pages 765-778 [Gagnant du "Best Paper Award"][9 citations] .

- Nkambou, R, Mephu Nguifo,
E. & Fournier-Viger, P. (2008), Using Knowledge Discovery
Techniques to Support Tutoring in an Ill-Defined Domain. Actes
de la conférence "the 9th International Conference on
Intelligent Tutoring
Systems" (ITS 2008). LNCS 5091, Springer, pages 395-405. [Nominé pour le "Best Paper Award"] [6
citations].
- Fournier-Viger, P.,
Nkambou, R. & Mayers, A. (2008), A
Framework for Evaluating Semantic Knowledge in Problem-Solving-Based
Intelligent Tutoring Systems. Actes
de la conférence "the 21th International Florida Artificial
Intelligence Research Society Conference" (FLAIRS 2008). AAAI
press, pages 409-414.
- Fournier-Viger, P., Nkambou,
R & Mephu Nguifo,
E. (2008), A Data Mining Framework for the Acquisition of Procedural Knowledge in Intelligent Tutoring Systems. Proceedings
of the 16th International Conference on Computers in Education (ICCE
2008). pages 153-157.
- Fournier-Viger, P.,
Nkambou, R. & Mayers, A. (2007), Evaluating Spatial
Knowledge through Problem-Solving in Virtual Learning Environments.
Actes
de la conférence "the Third European Conference on
Technology Enhanced Learning" (EC-TEL 2008). LNCS 5192, Springer, pages 15-26.[Taux d'acceptation:
21%].
- Nkambou, R., Mephu Nguifo,
E., Couturier, O., Fournier-Viger, P. (2007). Problem-Solving
Knowledge Mining from Users' Actions in an Intelligent Tutoring
System Actes de la conférence "the
19th Canadian Conference on Artificial Intelligence". LNAI 3501,
pages 393-404,
Springer-Verlag, Berlin. [Taux d'acceptation : 17.7 %] [2
citations].
- Fournier-Viger, P.,
Nkambou, R., Mayers, A. & Dubois, D. (2007), Automatic
Evaluation of Spatial Representations for Complex Robotic Arms
Manipulations.
Actes de la conférence "the 7th IEEE International
Conference on Advanced
Learning Technologies" (ICALT 2007), pages
279-281 [1 citation].
- Nkambou R., Mephu Nguifo,
E., Couturier, O. & Fournier-Viger, P. (2007). A
Framework for Problem-Solving Knowledge Mining from Users’
Actions. Actes de la conférence "13th
International Conference on Artificial Intelligence in Education" (AIED
2007), pages
623-625.
- Fournier-Viger P.,
Najjar, M., Mayers, A. & Nkambou, R. (2006). From
Black-box Learning Objects to Glass-Box Learning Objects.
Actes de la conférence "8th International Conference on
Intelligent Tutoring Systems" (ITS 2006). LNCS 4053, pages
258-267, Springer-Verlag, Berlin. [4
citations]
- Najjar, M.,
Fournier-Viger, P., Lebeau, J.-F. & Mayers., A. (2006). Recalling
Recollections according to Temporal Contexts - Applying a Novel
Cognitive Knowledge Representation Approach. Actes de la
conférence "5th IEEE International Conference on Cognitive
Informatics (ICCI 2006)", pages 424-433 [1 citation].
- Najjar, M.,
Fournier-Viger, P., Mayers, A. & Bouchard, F. (2005). Memorising
Remembrances in Computational Modelling of Interrupted Activities.
The 7th International Conference on Computational Intelligence and
Natural Computing (CINC 2005). Actes de la conférence "the
8th
Joint Conference on Information Sciences" (JCIS 2005). pages 483-486.
- Najjar, M.,
Fournier-Viger, P., Mayers, A. & Hallé, J. (2005). DOKGETT
- An Authoring Tool for Cognitive Model-based Generation of the
Knowledge. Actes de la conférence "the 5th
IEEE International Conference on Advanced Learning Technologies" (ICALT
2005), pages 371-375[1 citation].
- Fournier-Viger, P.,
Najjar, M., Mayers, A. (2005). Combining the Learning Objects
Paradigm with Cognitive Modelling Theories - a Novel Approach for
Knowledge Engineering. Actes de la conférence "ITI
3rd International Conference on Information & Communication
Technology" (ICICT 2005), pages 565-578.
- Najjar, M.,
Fournier-Viger, P., Mayers, A. & Hallé, J. (2005). Tools
and Structures for Modelling Domain/User Knowledge in Virtual Learning.
Actes de la conférence "the 16th AACE World Conference on
Educational Multimedia, Hypermedia & Telecommunications"
(ED-MEDIA 2005). pages
4023-4028 [1 citation].
- Najjar, M., Mayers, A.
& Fournier-Viger, P. (2004). Goal-based
Modelling of the Learner Behaviour for Scaffolding Individualised
Learning Instructions. Actes de la conférence
"the 7th International Conference on Computer and Information
Technology (ICCIT 2004). pp: 255-262.
- Najjar, M., Mayers, A.
& Fournier-Viger, P. (2004). Representing
Correct/Erroneous Knowledge during Learning : A Framework for a Novel
Cognitive-based Student Model. Actes de la
conférence "the 2004 International Conference on Intelligent
Knowledge Systems" (IKS 2004). pages 236-242.
Articles d'ateliers
- Fournier-Viger,
P., Nkambou, R. & Mephu Nguifo, E.
(2008). A
Sequential Pattern Mining
Algorithm for Extracting Partial Problem Spaces from Logged User
Interactions. The 3rd International Workshop on Intelligent Tutoring Systems in
Ill-Defined Domain: Assessment and Feedback in Ill-Defined
Domains (in conjunction with ITS2008). June 23-27,
Montreal, Canada. [2 citations]
Présentations et démonstrations
- Faghihi, U., Fournier-Viger, P. & Nkambou, R. (2011), Conscious Emotional Learning Tutoring System (CELTS) : A cognitive architecture. The 6th Young Researchers Conference in
Cognitive Science (Cognitio 2011): Nonhuman Minds: Animal, Artificial or Other Minds, 3-5 Juillet,
Montréal, Canada.
- Nkambou, R,
Fournier-Viger, P. & Dubois, D. (2008), RomanTutor, a Tutoring System for
Training Astronauts on Robotic Arm Manipulations. Actes
du programme des démonstrations de la conférence
"the 9th International Conference on Intelligent Tutoring
Systems" (ITS 2008), pages
51-53.
- Fournier-Viger,
P., Dubois, D., Nkambou, R. & Mayers, A.
(2006). Representing the Knowledge Handled in Robotized Arm
Manipulations. The 3rd Young Researchers Conference in
Cognitive Science (Cognitio 2006): Beyond the brain: embodied, situated
& distributed cognition, 19-21 août,
Montréal, Canada.
Publications en français
- Fournier-Viger, P. (2010), Un modèle hybride pour le support à l'apprentissage dans les domaines procéduraux et mal-définis. Thèse de doctorat (Ph.D), Université du Québec à Montréal, Montréal, Canada, 184 pages.
- Fournier-Viger, P., Mephu Nguifo, E. & Nkambou, R. (2009), Extraction de motifs séquentiels à partir de traces d'utilisation pour la construction automatique de modèles de tâches dans les systèmes tutoriels intelligents. Journée thématique : Fouille de données séquentielles et ses applications, Université d'Orléans, 27 novembre, Orléans, France.
- Fournier-Viger, P.
& Mayers, A. (2005). Une représentation
des connaissances selon trois perspectives (ontologique,
psychopédagogique et objet d'apprentissage) pour les
systèmes tutoriels intelligents. Quatrième
colloque IMSI (Institut des Matériaux et Systèmes
Intelligents), 26-27 octobre, Sherbrooke, Canada.
- Fournier-Viger, P.
& Mayers, A. (2003). Une méthodologie pour
intégrer un contenu dynamique dans les objets d'apprentissage.
Troisième colloque IMSI (Institut des Matériaux
et Systèmes Intelligents), 5-6 novembre, Sherbrooke, Canada.
- Fournier-Viger, P. (2005)
Un
modèle de représentation des connaissances
àtrois niveaux de sémantique pour les
systèmes tutoriels intelligents.
Mémoire de maîtrise (M.Sc.), Université
de Sherbrooke, Canada, 194 pages. Extrait
du chapitre 4 : Une
introduction aux logiques de descriptions. [13
citations]
Participation à l'organisation de conférences et à des commités de programmes
- IEEE Intelligent System: évaluateur
- IEEE Transaction on Learning Technologies (journal): évaluateur
- Knowledge-Based Systems (journal): évaluateur
- International Journal on Artificial Intelligence Tools (journal): évaluateur
- International Journal of Information Technology & Decision Making (journal): évaluateur
- Interdisciplinary Journal of E-Learning and Learning Objects (journal): membre du "editorial review board"
- Journal of Digital Information Management: membre du "review board" depuis 2012
- International Journal of Information Technology & Decision Making (journal):évaluateur d'articles
- International Journal of Human Factors Modelling and Simulation (journal): évaluateur
- WSEAS Transactions on Inform. Science and Applications: évaluateur d'articles
- Handbook of Educational Data Mining (livre): membre du comité de programme
- Open-Source and Freeware Solutions in Education: Theory and Practice (livre): évaluateur d'articles
- HAIS 2012 (7th International Conference on Hybrid Artificial Intelligence Systems) - Special Session on Data mining: data preparation and analysis: évaluateur.
- EDUCATION 2012 (9th WSEAS Int. Conf. on Engineering Education): évaluateur.
- ICFCA 2012 (10th International Conference on Formal Concept Analysis):évaluateur
- ICFCA 2011 (9th International Conference on Formal Concept Analysis): évaluateur d'articles
- FLAIRS 2012 (25th International Florida Artificial Intelligence Research Society Conference): membre du comité de programme
- ICDIM 2011 (6th IEEE International Conference on Digital Information Management): membre du comité de programme
- FLAIRS 2012 (25th International Florida Artificial Intelligence Research Society Conference): membre du comité de programme
- FLAIRS 2011 (24th International Florida Artificial Intelligence Research Society Conference): membre du comité de programme
- ADMA 2011 (The 7th International Conference on Advanced Data Mining and Applications):membre du comité de programme
- DMIN 2011 (The 2011 International Conference on Data Mining): membre du comité de programme
- BI 2011 (2011 International Conference on Brain Informatics):membre du comité de programme
- COSI 2011 (8th Colloque sur l'Optimisation et les Systèmes d'Information): évaluateur d'articles
- EGC 2012 (12ième Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances): évaluateur d'articles
- EGC 2011 (11ième Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances): évaluateur d'articles
- EGC 2010 (10ième Conférence Internationale Francophone sur l'Extraction et la Gestion des Connaissances): évaluateur d'articles
- ICDM DDDM 2010 (4th Intern. Workshop on Domain Driven Data Mining): évaluateur d'articles
- CLA 2010 (CLA 2010 (7th Intern. Conf. on Concept Lattices and Their Applications): évaluateur d'articles
- ITS 2010 (10th Intern. Conf. on Intelligent Tutoring Systems): évaluateur d'articles
- ITS 2008 (9th Intern. Conf. on Intelligent Tutoring Systems): student volunteers committee co-chair et évaluateur d'articles
- Global Learn Asia Pacific 2011 - AACE Global Conference on Learning and Technology: membre du
comité de programme
- Global Learn Asia Pacific 2010 - AACE Global Conference on Learning and Technology: membre du
comité de programme
- 14th WSEAS Int. Conf. on COMPUTERS 2010: évaluateur d'articles
- E-ACTIVITIES 2010 (9th WSEAS Intern. Conf. on E-activities): évaluateur d'articles
- EDM 2010: évaluateur d'articles
- EDM 2009: évaluateur d'articles
- ED-MEDIA 2012: membre du
comité de programme
- ED-MEDIA 2011: membre du
comité de programme
- ED-MEDIA 2010: membre du
comité de programme
- ED-MEDIA 2009: évaluateur d'articles
- INSITE 2011(Information Science & Information Technology Education Joint Conf. 2010) : membre du comité de programme.
- INSITE 2010(Information Science & Information Technology Education Joint Conf. 2010) : membre du comité de programme.
- INSITE 2009(Information Science &
Information Technology Education Joint Conf. 2008) : membre du
comité de programme.
- INSITE 2008(Information Science &
Information Technology Education Joint Conf. 2008) : membre du
comité de programme.
- CSITEd 2007 (Computer
Science & IT Education 2007) : membre du comité de
programme.
Présence aux conférences internationales :
- 26th Symposium on Applied Computing (ACM SAC 2011), Taichung, Taiwan, 21-24.03.2011.
- The 22nd Intern.Conf. on Industrial, Engineering and Other Applications of Applied Intelligent Systems (IEA-AIE 2009). Tainan, Taiwan. 24-27.06.2009.
- The 9th International Conference on Intelligent Tutoring Systems (ITS 2008)
- The 21th International Florida Artificial Intelligence Research Society Conference, Coconut Grove, Florida, 15-17.05.2008.
- The 6th International Conference on Formal Concepts Analysis (ICFCA2008), Montreal, Canada, 25.02-28.02.2008.
- The 7th IEEE International Conference on Advanced Learning Technologies (ICALT 2007), Niigata,
Japan, 18.07-20.07.2007.
- The 13th International Conference on Artificial Intelligence in Education (AIED 2007), Los
Angeles, USA, 09.07-13.07.2007.
- The 19th Canadian Conference on Artificial Intelligence (AI'2007), Montreal, Canada,
28.05-30.05.2007.
- The 3rd Young Researchers Conference in Cognitive Science (Cognitio 2006), Montreal, Canada,
19.08- 21.08.2006.
- The 8th International Conference on Intelligent Tutoring Systems (ITS 2006), Jhongli, Taiwan,
26.06-30.06.2006.
- The 1st International Montreal Conference on eTechnologies (MCETECH2006), Montreal, Canada, 17-05-19.05.2006
Visites de recherche
- Institut Supérieur d'Informatique de Modélisation et de leur Applications (ISIMA), Université Blaise Pascal Clermont 2, Clermont-Ferrand, France (02-28.11.2009).
Autres
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