An Improved DEA Prospect Cross-Efficiency Evaluation Method and Its Application in Fund Performance Analysis

被引:8
作者
Ning, Yangxue [1 ]
Zhang, Yan [1 ]
Wang, Guoqiang [1 ]
机构
[1] Shanghai Univ Engn Sci, Sch Math Phys & Stat, Shanghai 201620, Peoples R China
基金
中国国家自然科学基金;
关键词
data envelopment analysis; cross-efficiency; prospect theory; Shannon entropy; fund performance analysis; AGGREGATION; DECISION;
D O I
10.3390/math11030585
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
It is well known that a traditional data envelopment analysis (DEA) cross-efficiency evaluation model assumes that the decision-makers are completely rational, which causes the evaluation results to be inconsistent with the actual situation. To remedy this, in this paper, we propose an improved DEA prospect cross-efficiency evaluation method called EPCE model. The EPCE model captures the risk attitude of decision-makers and retains the decision information in the evaluation process. In particular, this new approach generates a more practical, realistic weighting scheme to measure the cross-efficiency and provides a reliable technique for ordering the decision-making units (DMUs) from the perspective of multi-criteria decision analysis. Finally, to demonstrate the validity and reliability of the proposed approach, we show an empirical analysis of mutual fund investment selection from Chinese fund market.
引用
收藏
页数:15
相关论文
共 28 条
[1]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[2]  
Chen L., 2021, JAMA NEUROL, V23, P76
[3]   A novel mean-variance-maverick DEA prospect cross-efficiency approach for fuzzy portfolio selection [J].
Deng, Xue ;
Fang, Wen .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (06) :8113-8130
[4]  
DOYLE JR, 1995, INFOR, V33, P205
[5]   A survey and analysis of the first 40 years of scholarly literature in DEA: 1978-2016 [J].
Emrouznejad, Ali ;
Yang, Guo-liang .
SOCIO-ECONOMIC PLANNING SCIENCES, 2018, 61 :4-8
[6]   Using a DEA-cross efficiency approach in public procurement tenders [J].
Falagario, Marco ;
Sciancalepore, Fabio ;
Costantino, Nicola ;
Pietroforte, Roberto .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 218 (02) :523-529
[7]   Improvement of cross-efficiency based on prospect theory [J].
Fan, Jianping ;
Liu, Jie ;
Wu, Meiqin .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (03) :4391-4404
[8]   An integrated ranking approach using cross-efficiency intervals and the cumulative prospect theory [J].
Fang, Lei ;
Yang, Jiawei .
COMPUTERS & INDUSTRIAL ENGINEERING, 2019, 136 :556-574
[9]   PROSPECT THEORY - ANALYSIS OF DECISION UNDER RISK [J].
KAHNEMAN, D ;
TVERSKY, A .
ECONOMETRICA, 1979, 47 (02) :263-291
[10]   Use of DEA cross-efficiency evaluation in portfolio selection: An application to Korean stock market [J].
Lim, Sungmook ;
Oh, Kwang Wuk ;
Zhu, Joe .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 236 (01) :361-368