Combined Entropic Regularization and Path-Following Method for Solving Finite Convex Min-max Problems Subject to Infinitely Many Linear Constraints

In this paper, we study the minimization of the max function of q smooth convex functions on a domain specified by infinitely many linear constraints. The difficulty of such problems arises from the kinks of the max function and it is often suggested that, by imposing certain regularization function...

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Published inJournal of optimization theory and applications Vol. 101; no. 1; pp. 167 - 190
Main Authors Sheu, R. L., Wu, S. Y.
Format Journal Article
LanguageEnglish
Published New York, NY Springer 01.04.1999
Springer Nature B.V
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ISSN0022-3239
1573-2878
DOI10.1023/A:1021727228957

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Abstract In this paper, we study the minimization of the max function of q smooth convex functions on a domain specified by infinitely many linear constraints. The difficulty of such problems arises from the kinks of the max function and it is often suggested that, by imposing certain regularization functions, nondifferentiability will be overcome. We find that the entropic regularization introduced by Li and Fang is closely related to recently developed path-following interior-point methods. Based on their results, we create an interior trajectory in the feasible domain and propose a path-following algorithm with a convergence proof. Our intention here is to show a nice combination of minmax problems, semi-infinite programming, and interior-point methods. Hopefully, this will lead to new applications.
AbstractList In this paper, we study the minimization of the max function of q smooth convex functions on a domain specified by infinitely many linear constraints. The difficulty of such problems arises from the kinks of the max function and it is often suggested that, by imposing certain regularization functions, nondifferentiability will be overcome. We find that the entropic regularization introduced by Li and Fang is closely related to recently developed path-following interior-point methods. Based on their results, we create an interior trajectory in the feasible domain and propose a path-following algorithm with a convergence proof. Our intention here is to show a nice combination of minmax problems, semi-infinite programming, and interior-point methods. Hopefully, this will lead to new applications.
Author Sheu, R. L.
Wu, S. Y.
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10.1137/1035089
10.1007/978-94-011-1134-8
10.1007/978-3-642-82118-9
10.1137/0326071
10.1007/BF01580609
10.1016/0377-0427(94)00051-2
10.1007/BF01582293
10.1007/BF01587075
10.1002/nav.3800200310
10.1007/BF01586056
10.1137/0727095
10.1016/0898-1221(95)00025-T
10.1080/02331939408843923
10.1007/BF01581628
10.1007/BF01199466
10.1145/321371.321377
10.1080/02331939408843987
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Keywords Regularization method
Interior point method
Function minimization
Minimax problem
Optimization
Semi infinite programming
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References J. B. Hiriart-Urruty (411912_CR19) 1993
D. Den Hertog (411912_CR23) 1994
N. Z. Shor (411912_CR3) 1985
D. G. Luenberger (411912_CR22) 1969
E. J. Anderson (411912_CR4) 1987
M. C. Ferris (411912_CR5) 1989; 43
R. D. C. Monteiro (411912_CR26) 1989; 44
S. C. Fang (411912_CR8) 1994; 28
R. L. Sheu (411912_CR10) 1995
M. J. D. Powell (411912_CR13) 1964; 7
R. A. Polyak (411912_CR18) 1988; 26
G. W. Steward (411912_CR14) 1967; 14
R. L. Sheu (411912_CR25) 1994; 30
C. J. Lin (411912_CR9) 1995; 61
X. S. Li (411912_CR17) 1997; 46
G. Di Pillo (411912_CR1) 1993; 60
S. A. Gustafson (411912_CR6) 1973; 20
I. Zang (411912_CR12) 1980; 19
R. L. Sheu (411912_CR11) 1995; 29
C. Gigola (411912_CR16) 1990; 27
C. Roos (411912_CR24) 1992; 54
R. T. Rockafellar (411912_CR21) 1972
A. W. Roberts (411912_CR20) 1973
V. F. Demyanov (411912_CR2) 1974
R. Hettich (411912_CR7) 1993; 35
D. P. Bertsekas (411912_CR15) 1982
References_xml – volume-title: Convex Analysis
  year: 1972
  ident: 411912_CR21
– volume-title: Constrained Optimization and Lagrange Multiplier Methods
  year: 1982
  ident: 411912_CR15
– volume-title: Introduction to Minimax
  year: 1974
  ident: 411912_CR2
– volume: 7
  start-page: 155
  year: 1964
  ident: 411912_CR13
  publication-title: Computer Journal
  doi: 10.1093/comjnl/7.2.155
– volume: 35
  start-page: 380
  year: 1993
  ident: 411912_CR7
  publication-title: SIAM Review
  doi: 10.1137/1035089
– volume-title: Interior-Point Approach to Linear, Quadratic, and Convex Programming
  year: 1994
  ident: 411912_CR23
  doi: 10.1007/978-94-011-1134-8
– volume-title: Minimization Methods for Nondifferentiable Functions
  year: 1985
  ident: 411912_CR3
  doi: 10.1007/978-3-642-82118-9
– volume-title: Convex Analysis and Minimization Algorithms
  year: 1993
  ident: 411912_CR19
– volume: 26
  start-page: 1274
  year: 1988
  ident: 411912_CR18
  publication-title: SIAM Journal on Control and Optimization
  doi: 10.1137/0326071
– start-page: 179
  volume-title: Proceedings of the International Mathematics Conference, Kaohsiung, Taiwan, 1994
  year: 1995
  ident: 411912_CR10
– volume: 60
  start-page: 187
  year: 1993
  ident: 411912_CR1
  publication-title: Mathematical Programming
  doi: 10.1007/BF01580609
– volume: 61
  start-page: 87
  year: 1995
  ident: 411912_CR9
  publication-title: Journal of Computational and Applied Mathematics
  doi: 10.1016/0377-0427(94)00051-2
– volume: 43
  start-page: 257
  year: 1989
  ident: 411912_CR5
  publication-title: Mathematical Programming
  doi: 10.1007/BF01582293
– volume-title: Linear Programming in Infinite-Dimensional Spaces: Theory and Applications
  year: 1987
  ident: 411912_CR4
– volume-title: Optimization by Vector Space Methods
  year: 1969
  ident: 411912_CR22
– volume: 44
  start-page: 27
  year: 1989
  ident: 411912_CR26
  publication-title: Mathematical Programming
  doi: 10.1007/BF01587075
– volume: 20
  start-page: 477
  year: 1973
  ident: 411912_CR6
  publication-title: Naval Research Logist Quarterly
  doi: 10.1002/nav.3800200310
– volume: 54
  start-page: 295
  year: 1992
  ident: 411912_CR24
  publication-title: Mathematical Programming
  doi: 10.1007/BF01586056
– volume: 27
  start-page: 1621
  year: 1990
  ident: 411912_CR16
  publication-title: SIAM Journal on Numerical Analysis
  doi: 10.1137/0727095
– volume: 29
  start-page: 7
  year: 1995
  ident: 411912_CR11
  publication-title: Computers and Mathematics with Applications
  doi: 10.1016/0898-1221(95)00025-T
– volume: 28
  start-page: 291
  year: 1994
  ident: 411912_CR8
  publication-title: Optimization
  doi: 10.1080/02331939408843923
– volume: 19
  start-page: 61
  year: 1980
  ident: 411912_CR12
  publication-title: Mathematical Programming
  doi: 10.1007/BF01581628
– volume: 46
  start-page: 119
  year: 1997
  ident: 411912_CR17
  publication-title: Mathematical Methods of Operations Research (ZOR)
  doi: 10.1007/BF01199466
– volume-title: Convex Functions
  year: 1973
  ident: 411912_CR20
– volume: 14
  start-page: 72
  year: 1967
  ident: 411912_CR14
  publication-title: Journal of the Association for Computing Machinery
  doi: 10.1145/321371.321377
– volume: 30
  start-page: 235
  year: 1994
  ident: 411912_CR25
  publication-title: Optimization
  doi: 10.1080/02331939408843987
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Snippet In this paper, we study the minimization of the max function of q smooth convex functions on a domain specified by infinitely many linear constraints. The...
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SubjectTerms Applied sciences
Exact sciences and technology
Operational research and scientific management
Operational research. Management science
Optimization. Search problems
Title Combined Entropic Regularization and Path-Following Method for Solving Finite Convex Min-max Problems Subject to Infinitely Many Linear Constraints
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