55 citations · 65 across the 11 of their papers we have counts for
Showing 2015 · cs.DSShow all
3 papers · 2 filters
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★ 3 cited
Binary Coding in Stream
Mina Ghashami, Amirali Abdullah
Big data is becoming ever more ubiquitous, ranging over massive video repositories, document corpuses, image sets and Internet routing history. Proximity search and clustering are…
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…