A practical approach for estimating weights of interacting criteria from profile sets

作者: Hazel V. Rowley , Arne Geschke , Manfred Lenzen

DOI: 10.1016/J.FSS.2015.01.011

关键词:

摘要: Aggregating multi-criteria data is an important problem with many applications. Commonly-used additive aggregation methods, such as the weighted arithmetic mean, cannot account for criteria interactions encountered in practical decision problems. The Choquet integral a suitable operator presence of interacting criteria. It replaces weight vector fuzzy measure that models importance each subset or coalition criteria, rather than just individual However, estimating measures practice has been problematic. Conventional approaches are cognitively challenging makers, while more recent suffer from prohibitive requirements. In this paper, we present formulation weights uses principal component analysis to interaction. This novel unsupervised approach required overcomes limitations other methods. applied two case studies environmental and sustainability analysis, results compared those mean. first triple bottom line 135 Australian industry sectors evaluated against 11 second life cycle assessment 8 alternative biosolids management options 5 These examples demonstrate ability proposed interaction these contexts.

参考文章(33)
JosÉ Figueira, Salvatore Greco, Matthias Ehrogott, Multiple criteria decision analysis: state of the art surveys Operations Research and Management Science. ,(2005) , 10.1007/B100605
Toshiaki Murofushi, Michel Grabisch, Michio Sugeno, Fuzzy Measures and Integrals: Theory and Applications Physica Verlag. ,vol. 40, ,(2000)
Toshiaki Murofushi, Michio Sugeno, Fuzzy measures and fuzzy integrals Universitas Scientiarum. ,vol. 18, pp. 7- 32 ,(2013)
Lloyd S. Shapley, A Value for n-person Games Contributions to the Theory of Games. pp. 307- 317 ,(1952) , 10.1017/CBO9780511528446.003
Jean-Luc Marichal, Behavioral analysis of aggregation in multicriteria decision aid Physica, Heidelberg. pp. 153- 178 ,(2000) , 10.1007/978-3-7908-1848-2_9
Michel Grabisch, The representation of importance and interaction of features by fuzzy measures Pattern Recognition Letters. ,vol. 17, pp. 567- 575 ,(1996) , 10.1016/0167-8655(96)00020-7
Silvia Angilella, Salvatore Greco, Fabio Lamantia, Benedetto Matarazzo, Assessing non-additive utility for multicriteria decision aid European Journal of Operational Research. ,vol. 158, pp. 734- 744 ,(2004) , 10.1016/S0377-2217(03)00388-6