15 citations · 68 across the 22 of their papers we have counts for
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cs.LG2019★ 15 cited
Introduction to Coresets: Accurate Coresets
Ibrahim Jubran, Alaa Maalouf, Dan Feldman
A coreset (or core-set) of an input set is its small summation, such that solving a problem on the coreset as its input, provably yields the same result as solving the same problem…
cs.LG2019★ 3 cited
Tight Sensitivity Bounds For Smaller Coresets
Alaa Maalouf, Adiel Statman, Dan Feldman
An -coreset for Least-Mean-Squares (LMS) of a matrix is a small weighted subset of its rows that approximates the sum of squared distanc…
cs.LG2019★ 9 cited
Fast and Accurate Least-Mean-Squares Solvers
Alaa Maalouf, Ibrahim Jubran, Dan Feldman
Least-mean squares (LMS) solvers such as Linear / Ridge / Lasso-Regression, SVD and Elastic-Net not only solve fundamental machine learning problems, but are also the building bloc…