A clustering approach for scenario tree reduction: an application to a stochastic programming portfolio optimization problem

被引:43
作者
Beraldi, Patrizia [1 ]
Bruni, Maria Elena [1 ]
机构
[1] Univ Calabria, Dept Mech Energy & Management Engn, I-87036 Arcavacata Di Rende, CS, Italy
关键词
Scenario tree reduction; Clustering algorithms; Stochastic programming; Portfolio optimization; GENERATION; ALGORITHMS; SIMULATION;
D O I
10.1007/s11750-013-0305-9
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 [运筹学与控制论]; 120117 [社会管理工程];
摘要
This paper deals with the problem of scenario tree reduction for stochastic programming problems. In particular, a reduction method based on cluster analysis is proposed and tested on a portfolio optimization problem. Extensive computational experiments were carried out to evaluate the performance of the proposed approach, both in terms of computational efficiency and efficacy. The analysis of the results shows that the clustering approach exhibits good performance also when compared with other reduction approaches.
引用
收藏
页码:934 / 949
页数:16
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