A new approach for probability calculation of fuzzy events in Bayesian Networks

İÇEN, DUYGU; ERSEL, DERYA

doi:10.1016/j.ijar.2019.03.004

A new approach for probability calculation of fuzzy events in Bayesian Networks

Atıf İçin Kopyala

İÇEN D., ERSEL D.

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, cilt.108, ss.76-88, 2019 (SCI-Expanded)

Yayın Türü: Makale / Tam Makale
Cilt numarası: 108
Basım Tarihi: 2019
Doi Numarası: 10.1016/j.ijar.2019.03.004
Dergi Adı: INTERNATIONAL JOURNAL OF APPROXIMATE REASONING
Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
Sayfa Sayıları: ss.76-88
Hacettepe Üniversitesi Adresli: Evet

Özet

In this study, we propose an approach that incorporates the advantages of fuzzy events and fuzzy probabilities, as they have not been used together before in the literature for Bayesian Networks. We focus on the fuzzy events in Bayesian Networks and calculate their fuzzy marginal and fuzzy conditional probabilities through Buckley's fuzzy probability method. We intend to show that this approach can be used for achieving more interpretable results for real life problems and represent the uncertainty better. Moreover, detailed information in the data can be used more effectively. (C) 2019 Elsevier Inc. All rights reserved.