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检索条件"主题词=Semidefinite Programming"
2467 条 记 录,以下是91-100 订阅
ON DOUBLY POSITIVE semidefinite programming RELAXATIONS
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Journal of Computational Mathematics 2018年 第3期36卷 391-403页
作者: Taoran Fu Dongdong Ge Yinyu Ye School of Mathematical Sciences Shanghai Jiao Tong University Shanghai China School of Information Management and Engineering Shanghai University of Finance and Economics Shanghai 200433 China Department of Management Science and Engineering Stanford University Stanford CA 94305
Recently, researchers have been interested in studying the semidefinite programming (SDP) relaxation model, where the matrix is both positive semidefinite and entry-wise nonnegative, for quadratically constrained qu... 详细信息
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Multivariate convex support vector regression with semidefinite programming
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KNOWLEDGE-BASED SYSTEMS 2012年 30卷 87-94页
作者: Wang, Yongqiao Ni, He Zhejiang Gongshang Univ Sch Finance Hangzhou 310018 Zhejiang Peoples R China
As one of important nonparametric regression method, support vector regression can achieve nonlinear capability by kernel trick. This paper discusses multivariate support vector regression when its regression function... 详细信息
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Learning the kernel matrix with semidefinite programming
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JOURNAL OF MACHINE LEARNING RESEARCH 2004年 5卷 27-72页
作者: Lanckriet, GRG Cristianini, N Bartlett, P El Ghaoui, L Jordan, MI Univ Calif Berkeley Dept Elect Engn & Comp Sci Berkeley CA 94720 USA Univ Calif Davis Dept Stat Davis CA 95616 USA Univ Calif Berkeley Dept Stat Berkeley CA 94720 USA
Kernel-based learning algorithms work by embedding the data into a Euclidean space, and then searching for linear relations among the embedded data points. The embedding is performed implicitly, by specifying the inne... 详细信息
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Statistical inference of semidefinite programming
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MATHEMATICAL programming 2019年 第1-2期174卷 77-97页
作者: Shapiro, Alexander Georgia Inst Technol Sch Ind & Syst Engn Atlanta GA 30332 USA
In this paper we consider covariance structural models with which we associate semidefinite programming problems. We discuss statistical properties of estimates of the respective optimal value and optimal solutions wh... 详细信息
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A STOCHASTIC SMOOTHING ALGORITHM FOR semidefinite programming
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SIAM JOURNAL ON OPTIMIZATION 2014年 第3期24卷 1138-1177页
作者: D'Aspremont, Alexandre El Karoui, Noureddine Ecole Normale Super CNRS Paris France Ecole Normale Super DI UMR 8548 F-75231 Paris France Univ Calif Berkeley Dept Stat Berkeley CA 94720 USA
We use rank one Gaussian perturbations to derive a smooth stochastic approximation of the maximum eigenvalue function. We then combine this smoothing result with an optimal smooth stochastic optimization algorithm to ... 详细信息
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Sublinear time algorithms for approximate semidefinite programming
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MATHEMATICAL programming 2016年 第1-2期158卷 329-361页
作者: Garber, Dan Hazan, Elad Technion Israel Inst Technol Dept Ind Engn & Management IL-32000 Haifa Israel
We consider semidefinite optimization in a saddle point formulation where the primal solution is in the spectrahedron and the dual solution is a distribution over affine functions. We present an approximation algorith... 详细信息
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ε-Properly Efficiency of Multiobjective semidefinite programming with Set-Valued Functions
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MATHEMATICAL PROBLEMS IN ENGINEERING 2017年 第1期2017卷 1-7页
作者: Yuan, Chun Hong Rong, Wei Dong Inner Mongolia Normal Univ Coll Math Sci Hohhot 010022 Peoples R China Inner Mongolia Univ Coll Math Sci Hohhot 010021 Peoples R China
In this paper, we study the epsilon-properly efficiency of multiobjective semidefinite programming with set-valued functions. Firstly, we obtain the scalarization theorems under the condition of the generalized cone-s... 详细信息
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ON THE LASSERRE HIERARCHY OF semidefinite programming RELAXATIONS OF CONVEX POLYNOMIAL OPTIMIZATION PROBLEMS
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SIAM JOURNAL ON OPTIMIZATION 2011年 第3期21卷 824-832页
作者: De Klerk, Etienne Laurent, Monique Tilburg Univ Dept Econometr & Operat Res NL-5000 LE Tilburg Netherlands CWI NL-1098 XG Amsterdam Netherlands
The Lasserre hierarchy of semidefinite programming approximations to convex polynomial optimization problems is known to converge finitely under some assumptions. [J. B. Lasserre, Convexity in semialgebraic geometry a... 详细信息
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A primal-dual interior-point algorithm with arc-search for semidefinite programming
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OPTIMIZATION LETTERS 2019年 第5期13卷 1157-1175页
作者: Zhang, Mingwang Yuan, Beibei Zhou, Yiyuan Luo, Xiaoyu Huang, Zhengwei China Three Gorges Univ Coll Sci Yichang 443002 Peoples R China China Three Gorges Univ Coll Econ & Management Yichang 443002 Peoples R China
We propose a wide neighborhood primal-dual interior-point algorithm with arc-search for semidefinite programming. In every iteration, the algorithm constructs an ellipse and searches an epsilon-approximate solution of... 详细信息
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Ellipsoidal classification via semidefinite programming
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OPERATIONS RESEARCH LETTERS 2023年 第2期51卷 197-203页
作者: Astorino, Annabella Frangioni, Antonio Gorgone, Enrico Manca, Benedetto Univ Calabria Dipartimento Ingn Informat Modellist Elettron & Si Arcavacata Di Rende Italy Univ Pisa Dipartimento Informat Pisa Italy Univ Cagliari Dipartimento Matemat & Informat Cagliari Italy
We propose a classification approach exploiting relationships between ellipsoidal separation and Supportvector Machine (SVM) with quadratic kernel. By adding a (semidefinite programming) SDP constraint to SVM model we... 详细信息
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