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
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.