Tj. Stewart, RELATIONSHIPS BETWEEN DATA ENVELOPMENT ANALYSIS AND MULTICRITERIA DECISION-ANALYSIS, The Journal of the Operational Research Society, 47(5), 1996, pp. 654-665
Citations number
19
Categorie Soggetti
Management,"Operatione Research & Management Science","Operatione Research & Management Science
We contrast the different approaches of Data Envelopment Analysis (DEA
) and Multiple Criteria Decision Making (MCDM) to superficially simila
r problems. The concepts of efficiency and Pareto optimality in DEA an
d MCDM are compared, and a link is demonstrated between the ratio effi
ciency definition in DEA and a distance measure in input-output space
based on linear value functions. The problem of weight sensitivity is
discussed in terms of value measurement theory, highlighting the assum
ptions needed during model formulation in order to justify the use of
value judgements to constrain weight flexibility in DEA. Finally, we p
ropose a stochastic approach, in which a probability distribution on e
fficiencies can be derived for each decision making unit, as a basis f
or comparison.