DocumentCode
2420118
Title
Merging Ensemble of Neuro-Fuzzy Systems
Author
Korytkowski, Marcin ; Nowicki, Robert ; Rutkowski, Leszek ; Scherer, Rafal
Author_Institution
Czestochowa Univ. of Technol., Czestochowa
fYear
0
fDate
0-0 0
Firstpage
1954
Lastpage
1957
Abstract
Classification accuracy is nearly always improved after combining many systems. One of the most popular methods of multiple classification is boosting. In the paper we develop a method for merging fuzzy rule bases of neuro-fuzzy systems constituting an ensemble trained by the boosting algorithm.
Keywords
fuzzy neural nets; fuzzy reasoning; fuzzy systems; learning (artificial intelligence); merging; pattern classification; boosting algorithm; classification accuracy; fuzzy rule base merging; neuro-fuzzy system; Artificial intelligence; Backpropagation algorithms; Bagging; Boosting; Fuzzy neural networks; Fuzzy systems; Intelligent systems; Learning systems; Merging; Robustness;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems, 2006 IEEE International Conference on
Conference_Location
Vancouver, BC
Print_ISBN
0-7803-9488-7
Type
conf
DOI
10.1109/FUZZY.2006.1681971
Filename
1681971
Link To Document