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An algorithm based on active sets and smoothing for discretized semi-infinite minimax problems

文献类型:期刊论文

作者Polak, E.1; Womersley, R. S.2; Yin, H. X.3
刊名Journal of optimization theory and applications
出版日期2008-08-01
卷号138期号:2页码:311-328
关键词Minimax problems Log-sum-exponential smoothing Active set strategies
ISSN号0022-3239
DOI10.1007/s10957-008-9355-9
通讯作者Polak, e.(polak@berkeley.edu)
英文摘要We present a new active-set strategy which can be used in conjunction with exponential (entropic) smoothing for solving large-scale minimax problems arising from the discretization of semi-infinite minimax problems. the main effect of the active-set strategy is to dramatically reduce the number of gradient calculations needed in the optimization. discretization of multidimensional domains gives rise to minimax problems with thousands of component functions. we present an application to minimizing the sum of squares of the lagrange polynomials to find good points for polynomial interpolation on the unit sphere in r(3). our numerical results show that the active-set strategy results in a modified armijo gradient or gauss-newton like methods requiring less than a quarter of the gradients, as compared to the use of these methods without our active-set strategy. finally, we show how this strategy can be incorporated in an algorithm for solving semi-infinite minimax problems.
WOS研究方向Operations Research & Management Science ; Mathematics
WOS类目Operations Research & Management Science ; Mathematics, Applied
语种英语
WOS记录号WOS:000257226500012
出版者SPRINGER/PLENUM PUBLISHERS
URI标识http://www.irgrid.ac.cn/handle/1471x/2388083
专题中国科学院大学
通讯作者Polak, E.
作者单位1.Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
2.Univ New S Wales, Sch Math, Sydney, NSW, Australia
3.Chinese Acad Sci, Grad Sch, Dept Math, Beijing, Peoples R China
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GB/T 7714
Polak, E.,Womersley, R. S.,Yin, H. X.. An algorithm based on active sets and smoothing for discretized semi-infinite minimax problems[J]. Journal of optimization theory and applications,2008,138(2):311-328.
APA Polak, E.,Womersley, R. S.,&Yin, H. X..(2008).An algorithm based on active sets and smoothing for discretized semi-infinite minimax problems.Journal of optimization theory and applications,138(2),311-328.
MLA Polak, E.,et al."An algorithm based on active sets and smoothing for discretized semi-infinite minimax problems".Journal of optimization theory and applications 138.2(2008):311-328.

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来源:中国科学院大学

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