4.1 Article

A stochastic DEA model considering undesirable outputs with weak disposability

期刊

MATHEMATICAL AND COMPUTER MODELLING
卷 58, 期 5-6, 页码 980-989

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.mcm.2012.09.022

关键词

Undesirable outputs; Weak disposability; Randomness; DEA model; Environmental efficiency evaluation

资金

  1. National Natural Science Foundation of China [60979016, 71271070]
  2. Program for New Century Excellent Talents in University [080171]
  3. Research Fund for the Doctoral Program of Higher Education of China [20092302110060]

向作者/读者索取更多资源

This paper proposes a stochastic DEA model considering undesirable outputs with weak disposability which not only can deal with the existence of random errors in the collected data, but also depicts the production rules uncovered by weak disposability of the undesirable outputs. This model introduces the concept of risk to define the efficiency of decision making units (DMUs), and utilizes the correlationship matrix of all the variables to portray the weak disposability. On the basis of probability distribution properties, the probabilistic form of the model is transformed to the equivalent deterministic one which is able to be solved. In the application of the model, the environment efficiency evaluation problem is chosen to validate the model by designing different levels of random errors and comparing the new model with the old one. In conclusion, the model, with broad applicability has a more superior analysis capacity than the existing model. Crown Copyright (c) 2012 Published by Elsevier Ltd. All rights reserved.

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