Chance constrained programming approaches to congestion in stochastic data envelopment analysis

The models described in this paper for treating congestion in DEA are extended by according them chance constrained programming formulations. The usual route used in chance constrained programming is followed here by replacing these stochastic models with their “deterministic equivalents.” This lead...

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Veröffentlicht in:European journal of operational research Jg. 155; H. 2; S. 487 - 501
Hauptverfasser: Cooper, William W., Deng, H., Huang, Zhimin, Li, Susan X.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Amsterdam Elsevier B.V 01.06.2004
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Elsevier Sequoia S.A
Schriftenreihe:European Journal of Operational Research
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ISSN:0377-2217, 1872-6860
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Abstract The models described in this paper for treating congestion in DEA are extended by according them chance constrained programming formulations. The usual route used in chance constrained programming is followed here by replacing these stochastic models with their “deterministic equivalents.” This leads to a class of non-linear problems. However, it is shown to be possible to avoid some of the need for dealing with these non-linear problems by identifying conditions under which they can be replaced by ordinary (deterministic) DEA models. Examples which illustrate possible uses of these approaches are also supplied in an Appendix A.
AbstractList The models described in this paper for treating congestion in DEA are extended by according them chance constrained programming formulations. The usual route used in chance constrained programming is followed here by replacing these stochastic models with their deterministic equivalents. This leads to a class of non-linear problems. However, it is shown to be possible to avoid some of the need for dealing with these non-linear problems by identifying conditions under which they can be replaced by ordinary (deterministic) DEA models.
The models described in this paper for treating congestion in DEA are extended by according them chance constrained programming formulations. The usual route used in chance constrained programming is followed here by replacing these stochastic models with their “deterministic equivalents.” This leads to a class of non-linear problems. However, it is shown to be possible to avoid some of the need for dealing with these non-linear problems by identifying conditions under which they can be replaced by ordinary (deterministic) DEA models. Examples which illustrate possible uses of these approaches are also supplied in an Appendix A.
Author Li, Susan X.
Cooper, William W.
Huang, Zhimin
Deng, H.
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  surname: Cooper
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  organization: The Red McCombs School of Business, University of Texas at Austin, Austin, TX 78712-1174, USA
– sequence: 2
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  surname: Deng
  fullname: Deng, H.
  organization: The Red McCombs School of Business, University of Texas at Austin, Austin, TX 78712-1174, USA
– sequence: 3
  givenname: Zhimin
  surname: Huang
  fullname: Huang, Zhimin
  organization: School of Business, Adelphi University, Garden City, NY 11530, USA
– sequence: 4
  givenname: Susan X.
  surname: Li
  fullname: Li, Susan X.
  organization: School of Business, Adelphi University, Garden City, NY 11530, USA
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Issue 2
Keywords Inefficiency
Congestion
DEA (data envelopment analysis)
Chance constrained programming
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Snippet The models described in this paper for treating congestion in DEA are extended by according them chance constrained programming formulations. The usual route...
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StartPage 487
SubjectTerms Chance constrained programming
Congestion
Data envelopment analysis
DEA (data envelopment analysis)
Inefficiency
Nonlinear programming
Studies
Title Chance constrained programming approaches to congestion in stochastic data envelopment analysis
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