A Partial First-Order Affine-Scaling Method
Gu, Ran; Yuan, Ya Xiang
刊名ACTA MATHEMATICA SINICA-ENGLISH SERIES
2019
卷号35期号:1页码:1-16
关键词Linear inequality constraints affine scaling interior point
ISSN号1439-8516
DOI10.1007/s10114-017-7097-z
英文摘要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.
资助项目NSFC[11331012] ; NSFC[11461161005]
WOS研究方向Mathematics
语种英语
出版者SPRINGER HEIDELBERG
WOS记录号WOS:000459927900001
内容类型期刊论文
源URL[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
推荐引用方式
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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