113 citations · 118 across the 3 of their papers we have counts for
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cs.LG2016★ 3 cited
Sketching Meets Random Projection in the Dual: A Provable Recovery Algorithm for Big and High-dimensional Data
Jialei Wang, Jason D. Lee, Mehrdad Mahdavi +2
Sketching techniques have become popular for scaling up machine learning algorithms by reducing the sample size or dimensionality of massive data sets, while still maintaining the…
cs.LG2012★ 113 cited
Exact Soft Confidence-Weighted Learning
Jialei Wang, Peilin Zhao, Steven C. H. Hoi
In this paper, we propose a new Soft Confidence-Weighted (SCW) online learning scheme, which enables the conventional confidence-weighted learning method to handle non-separable ca…