benchmark which compares 'meta-learning approaches to active learning' to 'traditional heuristic-based Active Learning'

[vincent...@orange.com]

While the traditional AL strategies can achieve remarkable performance, it is often challenging to predict in advance which strategy is the most suitable in aparticular situation. In recent years, meta-learning algorithms have been gaining in popularity. Some of them have been proposed to tackle the problem of learning AL strategies instead of relying on manually designed strategies. We published a benchmark which compares 'meta-learning approaches to active learning' to 'traditional heuristic-based Active Learning' may give intuitions if 'Learning active learning' is at the crossroads , if you could be interested in ...

Desreumaux, Louis; Lemaire, Vincent (2020). "Learning Active Learning at the Crossroads? Evaluation and Discussion" (PDF) (Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases {(ECML} {PKDD} 2020), Ghent, Belgium, 2020).