13 citations · 38 across the 17 of their papers we have counts for
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math.OC2017★ 2 cited
Distributed Block-diagonal Approximation Methods for Regularized Empirical Risk Minimization
Ching-pei Lee, Kai-Wei Chang
In recent years, there is a growing need to train machine learning models on a huge volume of data. Designing efficient distributed optimization algorithms for empirical risk minim…
math.OC2017
Analyzing Random Permutations for Cyclic Coordinate Descent
Stephen J. Wright, Ching-Pei Lee
We consider coordinate descent methods on convex quadratic problems, in which exact line searches are performed at each iteration. (This algorithm is identical to Gauss-Seidel on t…