The following information was submitted:
Transactions: WSEAS TRANSACTIONS ON COMPUTERS
Transactions ID Number: 28-431
Full Name: Roberto Alejo
Position: Ph.D. Candidate
Age: ON
Sex: Male
Address: Carretera Toluca -Atlacomulco Km. 60, 50450
Country: MEXICO
Tel: 712 122 01 33
Tel prefix: 52
Fax: 712 12204 36
E-mail address: ralejoe@uaemex.mx
Other E-mails: ralejoll@hotmail.com
Title of the Paper: Study of the error in feed-forward neural networks using imbalanced distributions
Authors as they appear in the Paper: R. Alejo, J.M. Sotoca and O. Rajadell
Email addresses of all the authors: ralejoe@uaemex.mx,sotoca@uji.es,orajadel@lsi.uji.es
Number of paper pages: 12
Abstract: The class imbalance problem appears when the number of samples belonging to some classes is very small in comparison with the number in the remaining classes of the dataset. This could lead the minority classes to be missed out on the learning process and, consequently, to converge very slowly. In this paper a comparative empirical study of the class imbalance problem in neural networks is presented.
Keywords: Back-propagation algorithm, Class imbalance problem, Batch mode, and Cost functions
EXTENSION of the file: .pdf
Special (Invited) Session: Error analysis in artificial neural networks: the imbalanced distribution case
Organizer of the Session: 599-360
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IP ADDRESS: 148.215.100.108
