523 citations · 1.4k across the 79 of their papers we have counts for
Showing 2012Show all
2 papers · 1 filter
cs.LG2012★ 82 cited
Robustness and Generalization for Metric Learning
Aurélien Bellet, Amaury Habrard
Metric learning has attracted a lot of interest over the last decade, but the generalization ability of such methods has not been thoroughly studied. In this paper, we introduce an…
cs.LG2012★ 39 cited
Similarity Learning for Provably Accurate Sparse Linear Classification
Aurelien Bellet, Amaury Habrard, Marc Sebban
In recent years, the crucial importance of metrics in machine learning algorithms has led to an increasing interest for optimizing distance and similarity functions. Most of the st…