Use of the GAI model in multi-criteria decision making: inconsistency handling, interpretation
Christophe Labreuche, Michel Grabisch
Available Online August 2013.
- 10.2991/eusflat.2013.26How to use a DOI?
- Choquet integral Fuzzy Measures GAI model Interaction Multi-Criteria Decision Making
This paper is devoted to the use of the GAI (Generalized Additive) model in a Multi-Criteria Decision Making context. We first discuss on some new conditions (concerning the sign and monotonicity) to add on the terms appearing in a GAI model. Secondly, we propose some algorithms to propose the learning examples to change or remove, together with an explanation of this, when there are inconsistency in the learning data. Finally , we propose some importance and interaction indices to interpret a GAI model.
- © 2013, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Christophe Labreuche AU - Michel Grabisch PY - 2013/08 DA - 2013/08 TI - Use of the GAI model in multi-criteria decision making: inconsistency handling, interpretation BT - Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-13) PB - Atlantis Press SP - 179 EP - 186 SN - 1951-6851 UR - https://doi.org/10.2991/eusflat.2013.26 DO - 10.2991/eusflat.2013.26 ID - Labreuche2013/08 ER -