98 citations · 365 across the 61 of their papers we have counts for
Showing 2015 · cs.DSShow all
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cs.DS2015★ 3 cited
Streaming Kernel Principal Component Analysis
Mina Ghashami, Daniel Perry, Jeff M. Phillips
Kernel principal component analysis (KPCA) provides a concise set of basis vectors which capture non-linear structures within large data sets, and is a central tool in data analysi…
cs.DS2015★ 1 cited
Improved Practical Matrix Sketching with Guarantees
Amey Desai, Mina Ghashami, Jeff M. Phillips
Matrices have become essential data representations for many large-scale problems in data analytics, and hence matrix sketching is a critical task. Although much research has focus…