2 papers
cs.IT2009★ 94 cited
On integral probability metrics, ϕ-divergences and binary classification
Bharath K. Sriperumbudur, Kenji Fukumizu, Arthur Gretton +2
A class of distance measures on probabilities -- the integral probability metrics (IPMs) -- is addressed: these include the Wasserstein distance, Dudley metric, and Maximum Mean Di…
stat.ML2009★ 10 cited
A D.C. Programming Approach to the Sparse Generalized Eigenvalue Problem
Bharath Sriperumbudur, David Torres, Gert Lanckriet
In this paper, we consider the sparse eigenvalue problem wherein the goal is to obtain a sparse solution to the generalized eigenvalue problem. We achieve this by constraining the…