CSpace
A Partial First-Order Affine-Scaling Method
Gu, Ran; Yuan, Ya Xiang
2019
发表期刊ACTA MATHEMATICA SINICA-ENGLISH SERIES
ISSN1439-8516
卷号35期号:1页码:1-16
摘要We present a partial first-order affine-scaling method for solving smooth optimization with linear inequality constraints. At each iteration, the algorithm considers a subset of the constraints to reduce the complexity. We prove the global convergence of the algorithm for general smooth objective functions, and show it converges at sublinear rate when the objective function is quadratic. Numerical experiments indicate that our algorithm is efficient.
关键词Linear inequality constraints affine scaling interior point
DOI10.1007/s10114-017-7097-z
语种英语
资助项目NSFC[11331012] ; NSFC[11461161005]
WOS研究方向Mathematics
WOS类目Mathematics, Applied ; Mathematics
WOS记录号WOS:000459927900001
出版者SPRINGER HEIDELBERG
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/33440
专题中国科学院数学与系统科学研究院
通讯作者Gu, Ran
作者单位Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
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GB/T 7714
Gu, Ran,Yuan, Ya Xiang. A Partial First-Order Affine-Scaling Method[J]. ACTA MATHEMATICA SINICA-ENGLISH SERIES,2019,35(1):1-16.
APA Gu, Ran,&Yuan, Ya Xiang.(2019).A Partial First-Order Affine-Scaling Method.ACTA MATHEMATICA SINICA-ENGLISH SERIES,35(1),1-16.
MLA Gu, Ran,et al."A Partial First-Order Affine-Scaling Method".ACTA MATHEMATICA SINICA-ENGLISH SERIES 35.1(2019):1-16.
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