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[会议论文] 作者:Defeng Sun,
来源:2016年张量和矩阵学术研讨会(International conference on Tensor, Matrix a 年份:2016
In machine learning, finance, statistics, and other areas, numerous interesting prob-lems can be modelled into the form of convex composite quadratic conic...
A Majorized Semismooth Newton-CG Augmented Lagrangian Method for Semidefinite Programming with Nonne
[会议论文] 作者:Defeng Sun,
来源:2014 Workshop on Optimization for Modern Computation(现代计算优化研 年份:2014
We present a majorizedsemismooth Newton-CG augmented Lagrangian method,called SDPNAL+,for semidefinite programming (SDP) with partial or full non-negative constraints on the matrix variable.SDPNAL+ is...
,A COMPLETE CHARACTERIZATION OF THE ROBUST ISOLATED CALMNESS OF NUCLEAR NORM REGULARIZED CONVEX OPTI
[期刊论文] 作者:Ying Cui,Defeng Sun,
来源:计算数学(英文版) 年份:2018
In this paper, we provide a complete characterization of the robust isolated calmness of the Karush-Kuhn-Tucker (KKT) solution mapping for convex constrained op...
,A UNIFIED ALGORITHMIC FRAMEWORK OF SYMMETRIC GAUSS-SEIDEL DECOMPOSITION BASED PROXIMAL ADMMS FOR CO
[期刊论文] 作者:Liang Chen,Defeng Sun,Kim-Chuan Toh,Ning Zhang,
来源:计算数学(英文版) 年份:2019
This paper aims to present a fairly accessible generalization of several symmetric GaussSeidel decomposition based multi-block proximal alteating direction meth...
[会议论文] 作者:Yong-Jin Liu,Meixia Lin,Defeng Sun,Kim-Chuan Toh,
来源:中国运筹学会第十四次学术年会 年份:2018
Outline 1 Introduction;2 Reformulation of the regularizer;Natural reformulation;New reformulation;3 Semismooth Newton based augmented Lagrangian algorithm;4 Num...
Quantitative characterization and comprehensive evaluation of regional water resources using the Thr
[期刊论文] 作者:ZANG Zheng,ZOU Xinqing,XI Xu,ZHANG Yu,ZHENG Defeng,SUN Caizhi,
来源:黑龙江科技信息 年份:2016
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