19 citations · 21 across the 3 of their papers we have counts for
3 papers
cs.LG2014
Transductive Learning with Multi-class Volume Approximation
Gang Niu, Bo Dai, Marthinus Christoffel du Plessis +1
Given a hypothesis space, the large volume principle by Vladimir Vapnik prioritizes equivalence classes according to their volume in the hypothesis space. The volume approximation…
cs.LG2012★ 19 cited
Information-theoretic Semi-supervised Metric Learning via Entropy Regularization
Gang Niu, Bo Dai, Makoto Yamada +1
We propose a general information-theoretic approach called Seraph (SEmi-supervised metRic leArning Paradigm with Hyper-sparsity) for metric learning that does not rely upon the man…
stat.ML2011★ 2 cited
SERAPH: Semi-supervised Metric Learning Paradigm with Hyper Sparsity
Gang Niu, Bo Dai, Makoto Yamada +1
We propose a general information-theoretic approach called Seraph (SEmi-supervised metRic leArning Paradigm with Hyper-sparsity) for metric learning that does not rely upon the man…