4 citations · 7 across the 6 of their papers we have counts for
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cs.DS2023
Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming
Gregory Dexter, Petros Drineas, David P. Woodruff +1
Sketching algorithms have recently proven to be a powerful approach both for designing low-space streaming algorithms as well as fast polynomial time approximation schemes (PTAS).…
cs.DS2023
Universal Matrix Sparsifiers and Fast Deterministic Algorithms for Linear Algebra
Rajarshi Bhattacharjee, Gregory Dexter, Cameron Musco +3
Let satisfy , where is the all ones matrix and is the spectral norm. It is well-kno…
cs.LG2023
Feature Space Sketching for Logistic Regression
Gregory Dexter, Rajiv Khanna, Jawad Raheel +1
We present novel bounds for coreset construction, feature selection, and dimensionality reduction for logistic regression. All three approaches can be thought of as sketching the l…