A New Method for Attributes Selection in Intuitionistic Fuzzy Models
- DOI
- 10.2991/eusflat-19.2019.57How to use a DOI?
- Keywords
- Atanassov's intuitionistic fuzzy sets Three term representation of A-IFSs Selection of attributes
- Abstract
We present a new method for attribute selection for models with attribute values expressed via Atanassov's intuitionistic fuzzy sets (IFSs, for short). The three term representation of the IFSs makes it possible to construct a transparent and justified function that enables to select attributes for broadly understood decision making, e.g., for classification. We demonstrate the proposed method using a well known, simple and illustrative example from the literature, and then we show the results for the SPECT Heart data, a real medical preprocessed data. The data set is quite complicated and difficult to analyze. The results obtained are compared with other methods, and found to be promising.
- Copyright
- © 2019, 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 - Eulalia Szmidt AU - Janusz Kacprzyk AU - Paweł Bujnowski PY - 2019/08 DA - 2019/08 TI - A New Method for Attributes Selection in Intuitionistic Fuzzy Models BT - Proceedings of the 11th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2019) PB - Atlantis Press SP - 408 EP - 415 SN - 2589-6644 UR - https://doi.org/10.2991/eusflat-19.2019.57 DO - 10.2991/eusflat-19.2019.57 ID - Szmidt2019/08 ER -