Identifying outliers in multi-output models

被引:23
作者
Fox, KJ [1 ]
Hill, RJ
Diewert, WE
机构
[1] Univ New S Wales, Sch Econ, Sydney, NSW 2052, Australia
[2] Univ British Columbia, Dept Econ, Vancouver, BC V6T 1Z1, Canada
关键词
outliers; dissimilarity indexes; extreme observations; Frontier analysis; efficiency;
D O I
10.1023/B:PROD.0000034692.22162.e8
中图分类号
F [经济];
学科分类号
02 ;
摘要
A firm may be different from other firms either in terms of the mix or scale of its input-output vector. This paper develops separate mix and scale measures of dissimilarity, and shows that these can be additively aggregated into a measure of absolute dissimilarity. The mix measure is particularly relevant in the context of frontier analysis since it will identify the firms that exert the most influence on the resulting efficiency scores.
引用
收藏
页码:73 / 94
页数:22
相关论文
共 19 条
[1]   DIRECT VERSUS IMPLICIT SUPERLATIVE INDEX NUMBER FORMULAS [J].
ALLEN, RC ;
DIEWERT, WE .
REVIEW OF ECONOMICS AND STATISTICS, 1981, 63 (03) :430-435
[2]  
Andreoni J, 1998, J ECON LIT, V36, P818
[3]  
ANDREWS DF, 1978, J ROY STAT SOC B MET, V40, P85
[4]   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
[5]  
Coelli T.J., 2005, INTRO EFFICIENCY PRO, DOI 10.1007/b136381
[6]   THE IDENTIFICATION OF MULTIPLE OUTLIERS [J].
DAVIES, L ;
GATHER, U .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (423) :782-792
[7]  
Diewert W. E., 2002, 0210 U BRIT COL DEP
[8]  
Eichhorn W., 1978, Functional Equations in Economics
[9]   LINEAR-PROGRAMMING MODELS FOR FIRM AND INDUSTRY PERFORMANCE [J].
FARE, R ;
GROSSKOPF, S ;
LI, SK .
SCANDINAVIAN JOURNAL OF ECONOMICS, 1992, 94 (04) :599-608
[10]  
Fare R., 1995, MULTIOUTPUT PRODUCTI