Efficiency evaluation of fuzzy portfolio in different risk measures via DEA

被引:26
|
作者
Chen, Wei [1 ]
Gai, Yuxi [1 ]
Gupta, Pankaj [2 ]
机构
[1] Capital Univ Econ & Business, Sch Informat, Beijing, Peoples R China
[2] Univ Delhi, Dept Operat Res, Delhi, India
关键词
Portfolio evaluation; Real frontier approach; Fuzzy variable; DEA; Risk measure; DATA ENVELOPMENT ANALYSIS; VALUE-AT-RISK; OPTIMIZATION MODEL; SELECTION MODELS; MUTUAL FUNDS; VARIANCE; PERFORMANCE; MARKET; FRAMEWORK; NUMBERS;
D O I
10.1007/s10479-017-2411-9
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
In this paper, we discuss the fuzzy portfolio efficiency evaluation problem in different risk measures. Real frontier approach (RFA) is often used in portfolio performance assessment. However, the computation complexity and the real trading solution make it hard to achieve in practice. In this work, we first present three kinds of DEA (Data envelopment analysis) based fuzzy portfolio estimation models in different risk measures, i.e., possibilistic variance, possibilistic semi-variance, and possibilistic semi-absolute deviation, to evaluate the portfolio efficiency (PE). Furthermore, we carry out large amount of simulations with different sample sizes to compare our proposed models with RFA. All results demonstrate that with adequate sample size, the envelop frontier generated by our models can approximate the real effective portfolio frontier, and PE obtained by these two methods are highly related.
引用
收藏
页码:103 / 127
页数:25
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