Title
Elastic memory learning for fuzzy inference models.
Abstract
•A solution for consequent learning in neuro-fuzzy models.•An elastic memory learning (EML) concept to solve the forgetting challenge with unbalanced classes in the online stream.•Two methods for EML with different trade-off between.•Extensive empirical comparison and evaluation of various models using our incremental learning framework.
Year
DOI
Venue
2018
10.1016/j.asoc.2018.02.022
Applied Soft Computing
Keywords
Field
DocType
Incremental learning,Online learning,Neuro-fuzzy models,Takagi–Sugeno fuzzy model,Elastic memory learning,Classification
Forgetting,Forgetting factor,Data stream,Incremental learning,Fuzzy inference,Artificial intelligence,Confidence interval,Memory learning,Recursive least squares filter,Machine learning,Mathematics
Journal
Volume
Issue
ISSN
67
C
1568-4946
Citations 
PageRank 
References 
1
0.35
31
Authors
3
Name
Order
Citations
PageRank
Marta Reznáková1204.02
Lukas Tencer2263.78
Mohamed Cheriet32047238.58