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.
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页码:934 / 949
页数:16
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[1]
[Anonymous], 2007, Pac. J. Optim., DOI DOI 10.18452/2928
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CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
de Oliveira, Welington Luis
;
Sagastizabal, Claudia
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CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
IMPA, Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Sagastizabal, Claudia
;
Jardim Penna, Debora Dias
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CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Jardim Penna, Debora Dias
;
Pineiro Maceira, Maria Elvira
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CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Rio de Janeiro State Univ UERJ, Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Pineiro Maceira, Maria Elvira
;
Damazio, Jorge Machado
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机构:
CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Rio de Janeiro State Univ UERJ, Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
机构:
CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
de Oliveira, Welington Luis
;
Sagastizabal, Claudia
论文数: 0引用数: 0
h-index: 0
机构:
CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
IMPA, Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Sagastizabal, Claudia
;
Jardim Penna, Debora Dias
论文数: 0引用数: 0
h-index: 0
机构:
CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Jardim Penna, Debora Dias
;
Pineiro Maceira, Maria Elvira
论文数: 0引用数: 0
h-index: 0
机构:
CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Rio de Janeiro State Univ UERJ, Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Pineiro Maceira, Maria Elvira
;
Damazio, Jorge Machado
论文数: 0引用数: 0
h-index: 0
机构:
CEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
Rio de Janeiro State Univ UERJ, Rio De Janeiro, BrazilCEPEL, Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil