نتایج جستجو برای: dichotomous coordinate descent dcd

تعداد نتایج: 77679  

Journal: :IEEE Transactions on Signal Processing 2018

Journal: :Optimization Methods and Software 2017

2004
Lori A. Diachin Patrick M. Knupp Todd S. Munson Suzanne M. Shontz

We compare inexact Newton and coordinate descent methods for optimizing the quality of a mesh by repositioning the vertices, where quality is measured by the harmonic mean of the mean-ratio metric. The effects of problem size, element size heterogeneity, and various vertex displacement schemes on the performance of these algorithms are assessed for a series of tetrahedral meshes.

2016
Yang You Xiangru Lian Ji Liu Hsiang-Fu Yu Inderjit S. Dhillon James Demmel Cho-Jui Hsieh

In this paper, we propose and study an Asynchronous parallel Greedy Coordinate Descent (Asy-GCD) algorithm for minimizing a smooth function with bounded constraints. At each iteration, workers asynchronously conduct greedy coordinate descent updates on a block of variables. In the first part of the paper, we analyze the theoretical behavior of Asy-GCD and prove a linear convergence rate. In the...

2017

• Less time than an identical iteration of Algorithm 1 if q(t−1) ≤ τi and x i = 0 (the update is skipped) and rr is not updated. Specifically, StingyCD requires O(1) time, while CD requires O(NNZ (Ai)) time. • The same amount of time (up to an O(1) term) as a CD iteration if the update is not skipped and rr is not updated. In particular, both algorithms require the same number of O(NNZ (Ai)) op...

Journal: :CoRR 2012
Shai Shalev-Shwartz Tong Zhang

We introduce a proximal version of dual coordinate ascent method. We demonstrate how the derived algorithmic framework can be used for numerous regularized loss minimization problems, including `1 regularization and structured output SVM. The convergence rates we obtain match, and sometimes improve, state-of-the-art results.

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