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A class of smooth exact penalty function methods for optimization problems with orthogonality constraints 期刊论文
OPTIMIZATION METHODS & SOFTWARE, 2020, 页码: 37
作者:  Xiao, Nachuan;  Liu, Xin;  Yuan, Ya-xiang
收藏  |  浏览/下载：157/0  |  提交时间：2021/01/14
Orthogonality constraint  Stiefel manifold  augmented Lagrangian method  
Stochastic proximal quasi-Newton methods for non-convex composite optimization 期刊论文
OPTIMIZATION METHODS & SOFTWARE, 2019, 卷号: 34, 期号: 5, 页码: 922-948
作者:  Wang, Xiaoyu;  Wang, Xiao;  Yuan, Ya-xiang
收藏  |  浏览/下载：166/0  |  提交时间：2020/01/10
Non-convex composite optimization  Polyak-Lojasiewicz (PL) inequality  stochastic gradient  stochastic variance reduction gradient  symmetric rank one method  rank one proximity operator  complexity bound  
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：99/0  |  提交时间：2018/07/30
Kernel-based vector machines  decomposition method  projected gradient  parallel algorithm  
An interior-point trust-region polynomial algorithm for convex quadratic minimization subject to general convex constraints 期刊论文
OPTIMIZATION METHODS & SOFTWARE, 2008, 卷号: 23, 期号: 2, 页码: 251-258
作者:  Lu, Ye;  Yuan, Ya-Xiang
收藏  |  浏览/下载：106/0  |  提交时间：2018/07/30
interior-point algorithm  self-concordant barrier  trust-region subproblem