Meta-Learning from Learning Curves for Budget-Limited Algorithm Selection

Manh Hung Nguyen, Lisheng Sun-Hosoya, Isabelle Guyon

Training a large set of machine learning algorithms to convergence in order to select the best-performing algorithm for a dataset is computationally wasteful. Moreover, in a budget…