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Froduald Kabanza

Professeur, Faculté des sciences
FAC. SCIENCES Informatique

Présentation

Sujet de recherche

Algorithms

Disciplines de recherche

Computer Engineering and Software Engineering, Computer Science

Mots-clés

Artificial Intelligence, Machine learning, Automated reasoning, Planning, Data analysis

Intérêts de recherche

Artificialintelligence (AI) presents the potential to profoundly transform our societywith various applications that will positively affect the economy and oureveryday life. My research program concerns algorithms for artificial intelligence using techniques from the areas of machine learning, automated reasoning, planning, plan recognition, and other mathematical paradigms for automated reasoning.

Langues parlées et écrites

Anglais, Français

Diplômes

(1992). Reactive Planning of Immediate Actions (Doctorate, PhD in Computer Science). Université de Liège.

(1988). (Bachelor's, BSc in Computer Science). Université de Liège.

Titres de compétence

PhD. Université de Liège.

Financement

  • Grant. (Awarded). Co-applicant. Program for Training and Research in Autonomous Vehicles for Reliable Services in the Air and on Land (TRAVERSAL). Natural Sciences and Engineering Research Council of Canada (NSERC). CREATE. 1 650 000 $. (2023-2027)
  • Grant. (Awarded). Co-investigator. Cyber-resilience of infrastructures in the industry 4.0 context. Natural Resources Canada. Cyber Security and Critical Energy Infrastructure Program. 376 050 $. (2020-2024)
  • Grant. (Awarded). Principal Applicant. Advanced Algorithms for Plan Recognition. Natural Sciences and Engineering Research Council of Canada (NSERC). Discovery. 204 000 $. (2017-2023)

Publications

Articles de revue

  • Verdier, Jean-Charles and Nkashama, D’Jeff K. and Frappier, Marc and Tardif, Pierre-Martin and Kabanza, Froduald,. (2023). The Drawback of Binary Labeling for the Evaluation of Unsupervised Intrusion Detection Algorithms. SSRN: https://ssrn.com/abstract=4460038 (Published).
  • Thibault Duhamel, Mariane Maynard, Froduald Kabanza. (2020). Imagination-Augmented Deep Learning for Goal Recognition. arXiv 2003.09529 (Published).
  • Thibault Duhamel, Mariane Maynard, Froduald Kabanza. (2019). A Transfer Learning Method for Goal Recognition Exploiting Cross-Domain Spatial Features. arXiv 1911.10134 (Published).
  • Mariane Maynard, Thibault Duhamel, Froduald Kabanza. (2019). Cost-Based Goal Recognition Meets Deep Learning. arXiv 1911.10074 (Published).

Articles de conférence

  • Maxime Alvarez, Jean-Charles Verdier, DJeff Kanda Nkashama, Froduald Kabanza, Marc Frappier, Pierre Martin Tardif. (2022). A Revealing Large-Scale Evaluation of Unsupervised Anomaly Detection Algorithms. ICLR Workshop on Setting up ML Evaluation Standards to Accelerate Progress https://iclr.cc/virtual/2022/workshop/4559. (Accepted).
  • DJeff Kanda Nkashama, Arian Soltani, Jean-Charles Verdier, Marc Frappier, Pierre Martin Tardif, Froduald Kabanza. (2022). sRobustness Evaluation of Deep Unsupervised Learning Algorithms for Intrusion Detection System. ICML workshop on Machine Learning for Cybersecurity (ICML-ML4Cyber) https://icml.cc/virtual/2022/workshop/13458. (Accepted).
  • Mariane Maynard; Thibault Duhamel; Froduald Kabanza. (2019). Symbolic Inverse-Planning vs Deep-Learning Plan Recognition. 2019, (Published).
  • Mariane Maynard; Thibault Duhamel; Froduald Kabanza. (2019). Towards Using Deep Learning for Plan and Intent Recognition. Montreal AI Symposium. (Accepted).

Propriétés intellectuelles

Licenses

  • HybridLogic -- An Enabler of Autonomous Robot Operations. (2022). (Granted).
  • CORALS - Advanced Battle Management System. (2021). (Granted).

Autres contributions

Présentations

  • (2022). Bientôt l’IA contrôlera un robot autonome sur une station spatiale autour de la lune / AI to soon control an autonomous robot on a space station orbiting the Moon. Rendez-Vous IA Québec. Quebec City, Canada
  • Guillaume Courtemanche. (2021). Les facteurs de succès pour vos initiatives en intelligence artificielle / Success factors for your AI initiatives/. Connexion 2021. Canada
  • Stewart Bain, Nadeem Ghafoor, Froduald Kabanza, and Ewan Reid. (2018). SME Start-up Ecosystem. Ready for Launch: Preparing Canada for a Future in Space https://www.cgai.ca/ready_for_launch_preparing_canada_for_a_future_in_space. Canada