Presentation 1994/10/21
Evaluation of the Noise Injection Method in Neural Networks
Yoshihiro Mitani, Yoshihiko Hamamoto, Shingo Tomita,
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Abstract(in English) Some authors show that the noise injection into training samples leads to the improvement of the classification performance of ANN classifiers.In this paper,we study the effect of the noise injection on the classification performance of ANN classifiers in small training sample size situations.
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Keyword(in English) training Sample size / noise injection / generalization / ANN classifier
Paper # PRU94-58
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Conference Information
Committee PRU
Conference Date 1994/10/21(1days)
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Registration To Pattern Recognition and Understanding (PRU)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Evaluation of the Noise Injection Method in Neural Networks
Sub Title (in English)
Keyword(1) training Sample size
Keyword(2) noise injection
Keyword(3) generalization
Keyword(4) ANN classifier
1st Author's Name Yoshihiro Mitani
1st Author's Affiliation Faculty of Engineering,Yamaguchi University()
2nd Author's Name Yoshihiko Hamamoto
2nd Author's Affiliation Faculty of Engineering,Yamaguchi University
3rd Author's Name Shingo Tomita
3rd Author's Affiliation Faculty of Engineering,Yamaguchi University
Date 1994/10/21
Paper # PRU94-58
Volume (vol) vol.94
Number (no) 294
Page pp.pp.-
#Pages 6
Date of Issue