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02/23/2015
Optimal Sparse Linear Auto-Encoders and Sparse PCA
Principal components analysis (PCA) is the optimal linear auto-encoder o...
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04/06/2014
Provable Deterministic Leverage Score Sampling
We explain theoretically a curious empirical phenomenon: "Approximating ...
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11/26/2012
Random Projections for Linear Support Vector Machines
Let X be a data matrix of rank ρ, whose rows represent n points in d-dim...
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11/21/2010