Robust optimization with belief functions

被引:2
作者
Goerigk, Marc [1 ]
Guillaume, Romain [2 ]
Kasperski, Adam [3 ]
Zielinski, Pawel [3 ]
机构
[1] Univ Passau, Business Decis & Data Sci, Passau, Germany
[2] Univ Toulouse IRIT Toulouse, Toulouse, France
[3] Wroclaw Univ Sci & Technol, Wroclaw, Poland
关键词
Robust optimization; Hurwicz criterion; Belief function; Possibility theory; UNCERTAINTY;
D O I
10.1016/j.ijar.2023.108941
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, an optimization problem with uncertain objective function coefficients is considered. The uncertainty is specified by providing a discrete scenario set containing possible realizations of the objective function coefficients. The concept of belief function in the traditional and possibilistic setting is applied to define a set of admissible probability distributions over the scenario set. The generalized Hurwicz criterion is then used to compute a solution. In this paper, the complexity of the resulting problem is explored. Some exact and approximation methods of solving it are proposed. & COPY; 2023 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons .org /licenses /by /4 .0/).
引用
收藏
页数:13
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