LIBIRWLS: A parallel IRWLS library for full and budgeted SVMs

Diaz-Morales Roberto; Navia-Vazquez Angel

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LIBIRWLS: A parallel IRWLS library for full and budgeted SVMs

机译：LIBIRWLS：用于完整和预算的SVM的并行IRWLS库

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摘要

We present LIBIRWLS, a library that incorporates a parallel implementation of the Iterative Re-Weighted Least Squares (IRWLS) procedure, an alternative to quadratic programming (QP), for training of Support Vector Machines (SVMs). Although there are several methods for SVM training, the number of parallel libraries is very reduced. In particular, this library contains solutions to solve either full or budgeted SVMs making use of shared memory parallelization techniques. (C) 2017 Elsevier B.V. All rights reserved.

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来源
《Knowledge-Based Systems》 |2017年第15期|183-186|共4页
作者
Diaz-Morales Roberto; Navia-Vazquez Angel;
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作者单位

Treelogic, R&D Dept, Madrid, Spain;

Univ Carlos III Madrid, DTSC, Madrid, Spain;

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原文格式 PDF
正文语种 eng
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关键词
Library; Iterative re-weighted least squares; Parallel; Support vector machines; Budgeted;

机译：库;迭代加权最小二乘;并行;支持向量机;预算;

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1. Improving the efficiency of IRWLS SVMs using parallel Cholesky factorization [J] . Diaz Morales Roberto, Navia Vazquez Angel Pattern recognition letters . 2016,第DECa1期

机译：使用并行Cholesky因子分解提高IRWLS SVM的效率
2. The School Library Budget: A Study in Power and Politics of Selected North Carolina School Library Budgets [J] . Carol Truett, Karen Lowe North Carolina Libraries . 2009,第1期

机译：学校图书馆预算：北卡罗来纳州部分学校图书馆预算的权力和政治研究
3. ThunderSVM: A Fast SVM Library on GPUs and CPUs [J] . Zeyi Wen, Jiashuai Shi, Qinbin Li, Journal of machine learning research . 2018,第a期

机译：雷杂散：GPU和CPU上的一个快速SVM库
4. BPPGD: Budgeted Parallel Primal Gradient Descent Kernel SVM on Spark [C] . Jinchen Sai, Bai Wang, Bin Wu IEEE International Conference on Data Science in Cyberspace . 2016

机译：BPPGD：Spark上的预算并行原始原始梯度下降内核SVM
5. Budget analysis of the libraries of the Oregon State System of Higher Education including a model budget formula. [D] . Alexander, Norman Dale. 1973

机译：俄勒冈州立高等教育系统图书馆的预算分析，其中包括模型预算公式。
6. Parallelization of multicategory support vector machines (PMC-SVM) for classifying microarray data [O] . Chaoyang Zhang, Peng Li, Arun Rajendran, 2006

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7. Parallel decomposition methods for linearly constrained problems subject to simple bound with application to the SVMs training [O] . Andrea Manno, Laura Palagi, Simone Sagratella 2018

机译：并行分解方法，用于线性受限的问题，以应用于SVMS训练的简单界限
8. Parallel Ada benchmarks for the SVMS [R] . Collard, Philippe E. 1990

机译：sVms的并行ada基准测试

LIBIRWLS: A parallel IRWLS library for full and budgeted SVMs

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