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A parallel decomposition algorithm for training multiclass kernel-based vector machines 期刊论文
OPTIMIZATION METHODS & SOFTWARE, 2011, 卷号: 26, 期号: 3, 页码: 431-454
作者:  Niu, Lingfeng;  Yuan, Ya-Xiang
收藏  |  浏览/下载:94/0  |  提交时间:2018/07/30
Kernel-based vector machines  decomposition method  projected gradient  parallel algorithm  
A SEQUENTIAL QUADRATIC PROGRAMMING METHOD WITHOUT A PENALTY FUNCTION OR A FILTER FOR NONLINEAR EQUALITY CONSTRAINED OPTIMIZATION 期刊论文
SIAM JOURNAL ON OPTIMIZATION, 2011, 卷号: 21, 期号: 2, 页码: 545-571
作者:  Liu, Xinwei;  Yuan, Yaxiang
收藏  |  浏览/下载:99/0  |  提交时间:2018/07/30
sequential quadratic programming  penalty function  filter  regularity  global and local convergence analysis  
A short note on the Q-linear convergence of the steepest descent method 期刊论文
MATHEMATICAL PROGRAMMING, 2010, 卷号: 123, 期号: 2, 页码: 339-343
作者:  Yuan, Ya-xiang
收藏  |  浏览/下载:116/0  |  提交时间:2018/07/30
Steepest descent  Exact line search  Q-linear  Rate of convergence  
Using truncated conjugate gradient method in trust-region method with two subproblems and backtracking line search 期刊论文
COMPUTATIONAL & APPLIED MATHEMATICS, 2010, 卷号: 29, 期号: 2, 页码: 89-106
作者:  Tang, Mingyun;  Yuan, Ya-Xiang
收藏  |  浏览/下载:82/0  |  提交时间:2018/07/30
truncated conjugate gradient  trust-region  two subproblems  backtracking  convergence