Min-max and min-max (relative) regret approaches to representatives selection problem

被引:19
|
作者
Dolgui, Alexandre [1 ]
Kovalev, Sergey [1 ]
机构
[1] Ecole Natl Super Mines, CNRS, LIMOS, UMR 6158, F-42023 St Etienne, France
来源
关键词
Uncertainty; Min-max approach; Min-max regret; Computational complexity; Dynamic programming; COMBINATORIAL OPTIMIZATION PROBLEMS; SHORTEST-PATH PROBLEM; INTERVAL DATA; COMPLEXITY; ALGORITHM;
D O I
10.1007/s10288-012-0202-3
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The following optimization problem is studied. There are several sets of integer positive numbers whose values are uncertain. The problem is to select one representative of each set such that the sum of the selected numbers is minimum. The uncertainty is modeled by discrete and interval scenarios, and the min-max and min-max (relative) regret approaches are used for making a selection decision. The arising min-max, min-max regret and min-max relative regret optimization problems are shown to be polynomially solvable for interval scenarios. For discrete scenarios, they are proved to be NP-hard in the strong sense if the number of scenarios is part of the input. If it is part of the problem type, then they are NP-hard in the ordinary sense, pseudo-polynomially solvable by a dynamic programming algorithm and possess an FPTAS. This study is motivated by the problem of selecting tools of minimum total cost in the design of a production line.
引用
收藏
页码:181 / 192
页数:12
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