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Froduald Kabanza

Professeur, Faculté des sciences

FAC. SCIENCES Informatique

Présentation

Sujet de recherche

Algorithmes

Disciplines de recherche

Génie informatique et génie logiciel, Informatique

Mots-clés

Apprentissage automatique, Intelligence artificielle, Planification, Reconnaissance de plan, Théorie des jeux

Intérêts de recherche

L'intelligenceartificielle (AI) présente le potentiel de transformer profondément notre société par diverses applications qui affecteront positivement l'économie et notre vie quotidienne. Mon programme de recherche porte sur des algorithmes d'intelligence artificielle utilisant des techniques des domaines de l'apprentissage automatique, de la planification, de la reconnaissance des plan et d'autres paradigmes mathématiques pour le raisonnement automatisé. Les applications ciblées sont l'IA du jeu, en particulier les jeux de stratégie en temps réel, la robotique et les soins de santé.

Langues parlées et écrites

Anglais, Français

Diplômes

(1992). Reactive Planning of Immediate Actions (Doctorat, ). Université de Liège.

(1988). (Baccalauréat, ). Université de Liège.

Titres de compétence

PhD. Université de Liège.

Prix et distinctions

  • (2013) Deployed Application Award. (Prix / Récompense).
  • AAAI Senior Member. (Honneur).

Publications

Articles de revue

  • *Beaudoin F., Kabanza F., Nault V., Valiquette L. (2016). Evaluation of a Machine Learning Capability for a Clinical Decision Support System to Enhance Antimicrobial Stewardship Programs. Artificial Intelligence in Medecine 68 (March 2016), 29-36. (Article publié).
  • *Beaudoin M, Kabanza F, Nault V, Valiquette L. (2014). An Antimicrobial Prescription Surveillance System that Learns from Experience. AI Magazine 35 (1), 15-25. (Article publié).
  • *Belghith K, Kabanza F, Hartman L. (2013). Randomized Path Planning with Preferences in Highly Complex Dynamic Environments. Robotica 31 (8), 313-330. (Article publié).
  • *Belghith K, Kabanza F, Nkambou R, Hartman L. (2012). An Intelligent Simulator for Tele-robotics Training. Artificial Intelligence Review 37 (4), 313-330. (Article publié).
  • *Belghith K, Kabanza F, *Bellefeuille P, Hartman L. (2012). Automated Camera Planning to Film Robot Operations. IEEE Transactions on Learning Technologies 5 (1), 11-19. (Article publié).
  • Benaskeur A, Kabanza F, *Beaudry E. (2010). CORALS: A Real-Time Planner for Anti-Air Defence Operations. ACM Transactions on Intelligent Systems and Technology 1 (2), 1-21. (Article publié).

Chapitres de livre

  • Irandoust H, Benaskeur A, Roy J, Kabanza F. (2012). Threat Analysis in Distributed Environments. Distributed Data Fusion for Network-Centric Operations (295-326). CRC Press. (Article publié).

Articles de conférence

  • *Bisson F, Larochelle H, Kabanza F. (2015). Using a Recursive Neural Network to Learn an Agent's Decision Model for Plan Recognition. International Joint Conference on Artificial Intelligence (IJCAI). 918-924. (Article publié).
  • Langley C, Allen A, Kabanza F, Bellefeuille P. (2014). Toward Autonomy for Deep-Space Infrastructure. 12th International Symposium on Artificial Intelligence, Robotics and Automation in Space (i-SAIRAS). (Article publié).
  • *Beaudoin M, Kabanza F, *Nault V, Valiquette L. (2013). An Antimicrobial Prescription Surveillance System that Learns from Experience. Innovative Applications of Artificial Intelligence (IAAI). 1451-1458. (Article publié).
  • Kabanza F, *Filion J, Benaskeur A, Irandoust H. (2013). Controlling the Hypothesis Space in Probabilistic Plan Recognition. International Joint Conference on Artificial Intelligence (IJCAI). 2306-2312. (Article publié).
  • *Beaudoin M, Kabanza F, *Nault V, Valiquette L. (2013). Learning to Identify Inappropriate Antimicrobial Prescriptions. Lecture Notes in Computer Science, 248-257. (Article publié).
  • Benaskeur, A., . Irandoust, H., Kabanza, F., and *Beaudry, E. (2011). Decision Support Tool for Anti-Ship Missile Defence Operations. Proc. of 16th International Command and Control Research and Technology Symposium (ICCRTS 2011). 1-21. (Article publié).
  • Irandoust, H., Benaskeur, A., Bellefeuille, P. and Kabanza, F. (2011). Distributed Threat Evaluation in Naval Tactical Battle Management. Proc. of 16th International Command and Control Research and Technology Symposium (ICCRTS). (Article publié).
  • *Bisson F., Kabanza F. (2011). Heuristic Planning in Adversarial Dynamic Domains. Association for the Advancement of Artificial Intelligence (AAAI). 1766-1767. (Article publié).
  • *Bisson F, Kabanza, F., Benaskeur, A., Irandoust, H. (2011). Provoking Opponents to Facilitate the Recognition of their Intentions. Association for the Advancement of Artificial Intelligence (AAAI). (Article publié).
  • Irandoust, H., Benaskeur, A., Bellefeuille, P. and Kabanza, F. (2010). A Mixed-Initiative Advisory System for Threat Evaluation. Proc. of 15th International Command and Control Research and Technology Symposium (ICCRTS). 1-20. (Article publié).
  • *Chamberland S, *Beaudry E, Clavien L, Kabanza F, Michaud F, Lauria M. (2010). Motion Planning for an Omnidirectional Robot with Steering Constraints. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). 4305-4310. (Article publié).
  • Kabanza F, Bellefeuille P, *Bisson F, Benaskeur A, Irandoust H. (2010). Opponent Behaviour Recognition for Real-Time Strategy Games. AAAI Workshop on Plan, Activity and Intent Recognition (PAIR). 29-36. (Article publié).
  • *Rahati A, Kabanza F. (2010). Persuasive Dialogues in an Intelligent Tutoring System for Medical Diagnosis. International Conference on Intelligent Tutoring Systems (ITS). 51-61. (Article publié).
  • Goldman R, Kabanza F, Bellefeuille P. (2010). Plan Libraries for Plan Recognition: Do We Really Know What They Model? (Position Paper). AAAI Workshop on Plan, Activity and Intent Recognition (PAIR). 23-28. (Article publié).
  • *Beaudry, E., Kabanza, F. and Michaud, F. (2010). Planning for Concurrent Action Executions Under Action Duration Uncertainty Using Dynamically Generated Bayesian Networks. International Conference on Automated Planning and Scheduling (ICAPS). 10-17. (Article publié).
  • *Beaudry E, Kabanza F, Michaud F. (2010). Planning with Concurrency under Resources and Time Uncertainty. European Conference on Artificial Intelligence (ECAI). 216-222. (Article publié).

Propriétés intellectuelles

Licences

  • EVA Nursing - Online Learning System using Virtual Patient Simulations (see menyasolutions.com/index.php/portfolio/eva/). (2016). (Licence obtenue).
  • CORALS - Advanced Battle Management System. (2016). (Licence obtenue).
  • APSS - Automated Prescription Surveillance System. (Licence obtenue).

Autres contributions

Présentations

  • (2016). Advanced planning algorithms for autonomous robotics decision making. MacDonald Dettwiler & Associates (MDA). Toronto (Brampton), Canada
  • (2016). Algorithms for autonomous tactical decision making in naval operations. CAE Inc. Montreal, Canada
  • (2016). Challenges and solution avenues for adversarial plan recognition in high-tempo tactical situations. 29th Canadian Conference on Artificial Intelligence. Victoria, Canada
  • (2014). Algorithms for automating battle management processes. Meeting at Lockheed Martin Canada. Montreal, Canada
  • (2013). Controlling the hypothesis space in probabilistic plan recognition. International Conference on Artificial Intelligence. Beijing, Chine