602 citations · 2k across the 59 of their papers we have counts for
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Hilbert space embeddings and metrics on probability measures
Bharath K. Sriperumbudur, Arthur Gretton, Kenji Fukumizu +2
A Hilbert space embedding for probability measures has recently been proposed, with applications including dimensionality reduction, homogeneity testing, and independence testing.…
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…
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…