Estimation of fuzzy portfolio efficiency via an improved DEA approach

被引:8
|
作者
Xiao, Helu [1 ]
Ren, Tiantian [2 ]
Ren, Teng [3 ]
机构
[1] Hunan Normal Univ, Sch Business, Changsha, Peoples R China
[2] Hunan Univ, Sch Business Adm, Changsha, Peoples R China
[3] Cent South Univ Forestry & Technol, Sch Logist & Transportat, Changsha 410004, Peoples R China
基金
中国国家自然科学基金;
关键词
Data envelopment analysis; Fuzzy portfolio evaluation; Improved DEA frontier; Improved DEA model; Diversification DEA model; DATA ENVELOPMENT ANALYSIS; MEAN-ENTROPY MODELS; MUTUAL FUNDS; PERFORMANCE EVALUATION; SHORTAGE FUNCTION; NEGATIVE DATA; SELECTION; VARIANCE; RISK; OPTIMIZATION;
D O I
10.1080/03155986.2020.1734904
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
DEA (Data Envelopment Analysis) is a nonparametric approach that has been used to estimate fuzzy portfolio efficiency. In this paper, we propose an approach under the fuzzy theory framework that can both improve the DEA frontier and suggest a replicable benchmark for investors. We first construct an improved DEA model using the proposed approach and then investigate the relationships among the evaluation model based on a portfolio frontier, the traditional DEA model and the improved DEA model. We show the convergence of the improved DEA model under the fuzzy framework. The simulation indicates that the improved DEA frontier is closer to the portfolio frontier than to the traditional DEA frontier. More importantly, we incorporate the diversification DEA model and improved DEA model to analyze the performance of China's open-end fund. The empirical results indicate that the improved DEA model not only provides a quicker way to assess the investment funds compared to the diversification DEA model but also makes up for the shortcoming of the traditional DEA model, which overestimates the fuzzy portfolio efficiency.
引用
收藏
页码:478 / 510
页数:33
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