Chance constrained directional models in stochastic data envelopment analysis

被引:1
作者
Bolos, V. J. [1 ]
Benitez, R. [1 ]
Coll-Serrano, V. [2 ]
机构
[1] Univ Valencia, Fac Econ, Dept Matemat Econ & Empresa, Avda Tarongers S-N, Valencia 46022, Spain
[2] Univ Valencia, Fac Econ, Dept Econ Aplicada, Avda Tarongers S-N, Valencia 46022, Spain
来源
OPERATIONS RESEARCH PERSPECTIVES | 2024年 / 12卷
关键词
Data envelopment analysis; Stochastic DEA; Chance constrained DEA; Efficiency; Directional models; TECHNICAL EFFICIENCY; DEA; DISTANCE; INEFFICIENCIES;
D O I
10.1016/j.orp.2024.100307
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
We construct a new family of chance constrained directional models in stochastic data envelopment analysis, generalizing the deterministic directional models and the chance constrained radial models. We prove that chance constrained directional models define the same concept of stochastic efficiency as the one given by chance constrained radial models and, as a particular case, we obtain a stochastic version of the generalized Farrell measure. Finally, we give some examples of application of chance constrained directional models with stochastic and deterministic directions, showing that inefficiency scores obtained with stochastic directions are less or equal than those obtained considering deterministic directions whose values are the means of the stochastic ones.
引用
收藏
页数:8
相关论文
共 32 条
[1]  
Amirteimoori A., 2022, Stochastic Benchmarking, V317, P145, DOI [10.1007/978-3-030-89869-4, DOI 10.1007/978-3-030-89869-4]
[2]   Closest targets and minimum distance to the Pareto-efficient frontier in DEA [J].
Aparicio, Juan ;
Ruiz, Jose L. ;
Sirvent, Inmaculada .
JOURNAL OF PRODUCTIVITY ANALYSIS, 2007, 28 (03) :209-218
[3]   SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1984, 30 (09) :1078-1092
[4]   MAXIMUM-LIKELIHOOD, CONSISTENCY AND DATA ENVELOPMENT ANALYSIS - A STATISTICAL FOUNDATION [J].
BANKER, RD .
MANAGEMENT SCIENCE, 1993, 39 (10) :1265-1273
[5]   A graph-type extension of Farrell technical efficiency measure [J].
Briec, W .
JOURNAL OF PRODUCTIVITY ANALYSIS, 1997, 8 (01) :95-110
[6]   Benefit and distance functions [J].
Chambers, RG ;
Chung, YH ;
Fare, R .
JOURNAL OF ECONOMIC THEORY, 1996, 70 (02) :407-419
[7]   Profit, directional distance functions, and Nerlovian efficiency [J].
Chambers, RG ;
Chung, Y ;
Fare, R .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1998, 98 (02) :351-364
[8]   FOUNDATIONS OF DATA ENVELOPMENT ANALYSIS FOR PARETO-KOOPMANS EFFICIENT EMPIRICAL PRODUCTION-FUNCTIONS [J].
CHARNES, A ;
COOPER, WW ;
GOLANY, B ;
SEIFORD, L ;
STUTZ, J .
JOURNAL OF ECONOMETRICS, 1985, 30 (1-2) :91-107
[9]   MEASURING THE EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1979, 3 (04) :339-339
[10]   EVALUATING PROGRAM AND MANAGERIAL EFFICIENCY - AN APPLICATION OF DATA ENVELOPMENT ANALYSIS TO PROGRAM FOLLOW THROUGH [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
MANAGEMENT SCIENCE, 1981, 27 (06) :668-697