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Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints

This data article describes the analysis of 56 MCDA (Multi-Criteria Decision Analysis) methods in regards to 9 decision-making problem characteristics structured into 3 levels. The impact of uncertainty in decision-making problem description on MCDA method selection is studied. 450,000 possible desc...

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Detalles Bibliográficos
Autores principales: Wątróbski, Jarosław, Jankowski, Jarosław, Ziemba, Paweł, Karczmarczyk, Artur, Zioło, Magdalena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6327857/
https://www.ncbi.nlm.nih.gov/pubmed/30671511
http://dx.doi.org/10.1016/j.dib.2018.12.015
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author Wątróbski, Jarosław
Jankowski, Jarosław
Ziemba, Paweł
Karczmarczyk, Artur
Zioło, Magdalena
author_facet Wątróbski, Jarosław
Jankowski, Jarosław
Ziemba, Paweł
Karczmarczyk, Artur
Zioło, Magdalena
author_sort Wątróbski, Jarosław
collection PubMed
description This data article describes the analysis of 56 MCDA (Multi-Criteria Decision Analysis) methods in regards to 9 decision-making problem characteristics structured into 3 levels. The impact of uncertainty in decision-making problem description on MCDA method selection is studied. 450,000 possible descriptions of a decision problem were studied, resulting in sets of rules which can serve as input to uncertainty-aware MCDA method selection decision support systems. Comprehensive analyses of the obtained rule sets are provided. An exemplary decision support system based on the presented data was created and is available at http://www.mcda.it. Moreover the technical documentation needed to create and expand such system is provided in this data article. The data and system can be easily extended and the authors invite all researchers to contribute.
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spelling pubmed-63278572019-01-22 Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints Wątróbski, Jarosław Jankowski, Jarosław Ziemba, Paweł Karczmarczyk, Artur Zioło, Magdalena Data Brief Decision Science This data article describes the analysis of 56 MCDA (Multi-Criteria Decision Analysis) methods in regards to 9 decision-making problem characteristics structured into 3 levels. The impact of uncertainty in decision-making problem description on MCDA method selection is studied. 450,000 possible descriptions of a decision problem were studied, resulting in sets of rules which can serve as input to uncertainty-aware MCDA method selection decision support systems. Comprehensive analyses of the obtained rule sets are provided. An exemplary decision support system based on the presented data was created and is available at http://www.mcda.it. Moreover the technical documentation needed to create and expand such system is provided in this data article. The data and system can be easily extended and the authors invite all researchers to contribute. Elsevier 2018-12-12 /pmc/articles/PMC6327857/ /pubmed/30671511 http://dx.doi.org/10.1016/j.dib.2018.12.015 Text en © 2019 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Decision Science
Wątróbski, Jarosław
Jankowski, Jarosław
Ziemba, Paweł
Karczmarczyk, Artur
Zioło, Magdalena
Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints
title Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints
title_full Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints
title_fullStr Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints
title_full_unstemmed Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints
title_short Generalised framework for multi-criteria method selection: Rule set database and exemplary decision support system implementation blueprints
title_sort generalised framework for multi-criteria method selection: rule set database and exemplary decision support system implementation blueprints
topic Decision Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6327857/
https://www.ncbi.nlm.nih.gov/pubmed/30671511
http://dx.doi.org/10.1016/j.dib.2018.12.015
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