Fuzzy ARTMAP Ensemble Based Decision Making and Application
Joint Authors
Xu, Zengbing
Li, Ren
Wu, Dan
Jin, Min
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-09-23
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
Because the performance of single FAM is affected by the sequence of sample presentation for the offline mode of training, a fuzzy ARTMAP (FAM) ensemble approach based on the improved Bayesian belief method is supposed to improve the classification accuracy.
The training samples are input into a committee of FAMs in different sequence, the output from these FAMs is combined, and the final decision is derived by the improved Bayesian belief method.
The experiment results show that the proposed FAMs’ ensemble can classify the different category reliably and has a better classification performance compared with single FAM.
American Psychological Association (APA)
Jin, Min& Xu, Zengbing& Li, Ren& Wu, Dan. 2013. Fuzzy ARTMAP Ensemble Based Decision Making and Application. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-7.
https://search.emarefa.net/detail/BIM-1031675
Modern Language Association (MLA)
Jin, Min…[et al.]. Fuzzy ARTMAP Ensemble Based Decision Making and Application. Mathematical Problems in Engineering No. 2013 (2013), pp.1-7.
https://search.emarefa.net/detail/BIM-1031675
American Medical Association (AMA)
Jin, Min& Xu, Zengbing& Li, Ren& Wu, Dan. Fuzzy ARTMAP Ensemble Based Decision Making and Application. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-7.
https://search.emarefa.net/detail/BIM-1031675
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1031675