DocumentCode
329065
Title
Evaluation of artificial neural network classifiers in small sample size situations
Author
Hamamoto, Yoshihiko ; Uchimura, Shunji ; Kanaoka, Taiho ; Tomita, Shingo
Author_Institution
Fac. of Eng., Yamaguchi Univ., Ube, Japan
Volume
2
fYear
1993
fDate
25-29 Oct. 1993
Firstpage
1731
Abstract
Small-training sample size problems in artificial neural network classifier design are discussed. A comparison of the artificial neural network (ANN) and nonparametric statistical classifiers in small sample size situations is also presented in terms of the error probability.
Keywords
error statistics; neural nets; nonparametric statistics; pattern classification; probability; artificial neural network classifiers; error probability; nonparametric statistical classifiers; small sample size situations; Artificial neural networks; Buildings; Design engineering; Educational institutions; Error probability; Intelligent networks; Network topology; Neurons; Pattern analysis; Pattern recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN
0-7803-1421-2
Type
conf
DOI
10.1109/IJCNN.1993.716988
Filename
716988
Link To Document