most citedSparse PCA through Low-rank Approximations

34 citations · 34 across the 1 of their papers we have counts for

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1 paper

stat.ML2013★ 34 cited

Sparse PCA through Low-rank Approximations

Dimitris S. Papailiopoulos, Alexandros G. Dimakis, Stavros Korokythakis

We introduce a novel algorithm that computes the -sparse principal component of a positive semidefinite matrix . Our algorithm is combinatorial and operates by examining a di…