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cs.LG2013★ 89 cited
Mini-Batch Primal and Dual Methods for SVMs
Martin Takáč, Avleen Bijral, Peter Richtárik +1
We address the issue of using mini-batches in stochastic optimization of SVMs. We show that the same quantity, the spectral norm of the data, controls the parallelization speedup o…
cs.LG2012★ 10 cited
Semi-supervised Learning with Density Based Distances
Avleen S. Bijral, Nathan Ratliff, Nathan Srebro
We present a simple, yet effective, approach to Semi-Supervised Learning. Our approach is based on estimating density-based distances (DBD) using a shortest path calculation on a g…