Coupling distinct MOLP interactive approaches with a novel DEA hybrid model
We propose a modelling framework which allows considering different priorities and individual expansion and contraction scales for distinct types of inputs and outputs, through the Weighted Russell Directional Distance Model (WRDDM). An equivalence model between the WRDDM and the super‐ideal point m...
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| Veröffentlicht in: | International transactions in operational research Jg. 29; H. 5; S. 3207 - 3228 |
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| Format: | Journal Article |
| Sprache: | Englisch |
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Oxford
Blackwell Publishing Ltd
01.09.2022
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| ISSN: | 0969-6016, 1475-3995 |
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| Abstract | We propose a modelling framework which allows considering different priorities and individual expansion and contraction scales for distinct types of inputs and outputs, through the Weighted Russell Directional Distance Model (WRDDM). An equivalence model between the WRDDM and the super‐ideal point model has also been established, which is then incorporated into several interactive Multiobjective Linear Programming (MOLP) approaches. The use of these diverse interactive methodologies allows obtaining the benchmark Decision Making Units (DMUs) which best suit the decision maker's (DM) preferences. This feature can be useful since traditional Data Envelopment Analysis (DEA) models tend to completely neglect the DM's preferences and value judgements in the computation of the DMUs used as a reference of best practices. Therefore, with this tool the DMs have the possibility of translating into the decision‐making process management constraints (namely, budgetary) and aspiration levels regarding the inputs and outputs, providing much more realistic support for actual decision‐making. |
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| AbstractList | We propose a modelling framework which allows considering different priorities and individual expansion and contraction scales for distinct types of inputs and outputs, through the Weighted Russell Directional Distance Model (WRDDM). An equivalence model between the WRDDM and the super‐ideal point model has also been established, which is then incorporated into several interactive Multiobjective Linear Programming (MOLP) approaches. The use of these diverse interactive methodologies allows obtaining the benchmark Decision Making Units (DMUs) which best suit the decision maker's (DM) preferences. This feature can be useful since traditional Data Envelopment Analysis (DEA) models tend to completely neglect the DM's preferences and value judgements in the computation of the DMUs used as a reference of best practices. Therefore, with this tool the DMs have the possibility of translating into the decision‐making process management constraints (namely, budgetary) and aspiration levels regarding the inputs and outputs, providing much more realistic support for actual decision‐making. We propose a modelling framework which allows considering different priorities and individual expansion and contraction scales for distinct types of inputs and outputs, through the Weighted Russell Directional Distance Model (WRDDM). An equivalence model between the WRDDM and the super‐ideal point model has also been established, which is then incorporated into several interactive Multiobjective Linear Programming (MOLP) approaches. The use of these diverse interactive methodologies allows obtaining the benchmark Decision Making Units (DMUs) which best suit the decision maker's (DM) preferences. This feature can be useful since traditional Data Envelopment Analysis (DEA) models tend to completely neglect the DM's preferences and value judgements in the computation of the DMUs used as a reference of best practices. Therefore, with this tool the DMs have the possibility of translating into the decision‐making process management constraints (namely, budgetary) and aspiration levels regarding the inputs and outputs, providing much more realistic support for actual decision‐making. |
| Author | Henriques, Carla Luque, Mariano Marcenaro‐Gutierrez, Oscar |
| Author_xml | – sequence: 1 givenname: Carla orcidid: 0000-0003-4045-6101 surname: Henriques fullname: Henriques, Carla email: chenriquesr@iscac.pt organization: University of Malaga PhD Programme in Economics and Business [Programa de Doctorado en Economía y Empresa de la Universidad de Malaga], Malaga, Spain – sequence: 2 givenname: Mariano orcidid: 0000-0001-7151-1623 surname: Luque fullname: Luque, Mariano email: mluque@uma.es organization: University of Malaga – sequence: 3 givenname: Oscar orcidid: 0000-0003-0939-5064 surname: Marcenaro‐Gutierrez fullname: Marcenaro‐Gutierrez, Oscar email: odmarcenaro@uma.es organization: University of Malaga |
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| Cites_doi | 10.1111/itor.12779 10.1111/itor.12000 10.1016/j.seps.2016.09.003 10.1142/S0219622015500091 10.1111/itor.12162 10.1016/j.omega.2017.07.004 10.1023/A:1007701304281 10.1016/j.ejor.2010.02.041 10.1007/s11123-007-0039-5 10.1016/S1474-6670(17)61162-5 10.1287/mnsc.45.1.103 10.1016/j.omega.2015.11.007 10.1016/j.ejor.2014.02.033 10.1023/A:1018968909638 10.1007/s00291-008-0154-3 10.1016/0022-0531(78)90060-1 10.1016/j.ejor.2003.06.005 10.1057/jors.1988.127 10.1016/j.cor.2007.10.020 10.1007/978-3-642-48782-8_32 10.1007/BF01584098 10.1007/s10479-010-0831-x 10.1111/j.1467-8276.2005.00788.x 10.1007/s10479-019-03232-z 10.1016/j.seps.2008.12.001 10.1016/j.ejor.2009.01.031 10.1016/j.omega.2016.10.005 10.1016/S0377-2217(03)00191-7 10.1057/palgrave.jors.2600786 10.1016/j.omega.2009.10.006 10.1023/A:1011147118637 10.1007/978-3-319-28746-1 10.1016/j.jksus.2010.08.007 10.1016/j.ejor.2015.04.027 10.1016/S0377-2217(98)00098-8 10.1007/BF02591870 |
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| Title | Coupling distinct MOLP interactive approaches with a novel DEA hybrid model |
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