Theory and Applications of Robust Optimization

被引:1571
|
作者
Bertsimas, Dimitris [1 ,2 ]
Brown, David B. [3 ]
Caramanis, Constantine [4 ]
机构
[1] MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
[2] MIT, Ctr Operat Res, Cambridge, MA 02139 USA
[3] Duke Univ, Fuqua Sch Business, Durham, NC 27708 USA
[4] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
关键词
robust optimization; robustness; adaptable optimization; applications of robust optimization; MAXIMUM-LIKELIHOOD-ESTIMATION; CONVEX-OPTIMIZATION; TRACTABLE APPROXIMATIONS; AT-RISK; MODEL; REPRESENTATION; INEQUALITIES; UNCERTAINTY; SELECTION; DESIGN;
D O I
10.1137/080734510
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we survey the primary research, both theoretical and applied, in the area of robust optimization (RO). Our focus is on the computational attractiveness of RO approaches, as well as the modeling power and broad applicability of the methodology. In addition to surveying prominent theoretical results of RO, we also present some recent results linking RO to adaptable models for multistage decision-making problems. Finally, we highlight applications of RO across a wide spectrum of domains, including finance, statistics, learning, and various areas of engineering.
引用
收藏
页码:464 / 501
页数:38
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