1.9k citations
- University of ChicagoUS60 papers
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Showing 2013 · stat.MLShow all
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stat.ML2013★ 56 cited
Stochastic Optimization of PCA with Capped MSG
Raman Arora, Andrew Cotter, Nathan Srebro
We study PCA as a stochastic optimization problem and propose a novel stochastic approximation algorithm which we refer to as "Matrix Stochastic Gradient" (MSG), as well as a pract…
stat.ML2013★ 105 cited
Convex Tensor Decomposition via Structured Schatten Norm Regularization
Ryota Tomioka, Taiji Suzuki
We discuss structured Schatten norms for tensor decomposition that includes two recently proposed norms ("overlapped" and "latent") for convex-optimization-based tensor decompositi…