Publications | Jean-Gabriel Gaudreault

Jean-Gabriel Gaudreault

projects / publications /

Publications

Prioritizing the essential: A robust evaluation framework for novelty detection

A formalized evaluation framework and novel metrics for fairly assessing novelty detection algorithms over time.

06 January 2025
Detection of Novel Cyberattacks Using Multi-Binary Classifiers

A novel supervised approach using multi-binary classifiers to detect unseen zero-day cyberattacks with low false alarm rates.

11 November 2024
A systematic literature review of novelty detection in data streams: Challenges and opportunities

A comprehensive review of the state-of-the-art, challenges, and future directions for novelty detection in data streams.

14 May 2024
Empirical analysis of performance assessment for imbalanced classification

An extensive empirical analysis of performance metrics and data characteristics in imbalanced binary classification.

23 January 2024
Toward streamlining the evaluation of novelty detection in data streams

A proposed evaluation framework and novel metrics for assessing novelty detection algorithms in data streams.

08 October 2023
An Analysis of Performance Metrics for Imbalanced Classification

A study on the impact of various performance metrics for imbalanced classification domains.

09 October 2021

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