SCALING UNITS VIA THE CANONICAL CORRELATION-ANALYSIS IN THE DEA CONTEXT

Citation
L. Friedman et Z. Sinuanystern, SCALING UNITS VIA THE CANONICAL CORRELATION-ANALYSIS IN THE DEA CONTEXT, European journal of operational research, 100(3), 1997, pp. 629-637
Citations number
29
Categorie Soggetti
Management,"Operatione Research & Management Science","Operatione Research & Management Science
ISSN journal
03772217
Volume
100
Issue
3
Year of publication
1997
Pages
629 - 637
Database
ISI
SICI code
0377-2217(1997)100:3<629:SUVTCC>2.0.ZU;2-L
Abstract
This paper deals with the evaluation of decision making units which ha ve multiple inputs and outputs. A new method (CCA/DEA) is developed wh ere the Canonical Correlation Analysis (CCA) is utilized to provide a full rank scaling for all the units rather than a categorical classifi cation (for efficient and inefficient units) as done by the Data Envel opment Analysis (DEA). The CCA/DEA approach is an attempt to bridge th e gap between the frontier approach of DEA and the average tendencies of statistics (econometrics). Nonparametric statistical tests are empl oyed to validate the consistency between the classification from the D EA and the postclassification that was generated by the CCA/DEA. (C) 1 997 Elsevier Science B.V.