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» On Generalization by Neural Networks
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WACV
2007
IEEE
15 years 9 months ago
Motion Estimation Using a General Purpose Neural Network Simulator for Visual Attention
Motion detection and estimation is a first step in the much larger framework of attending to visual motion based on Selective Tuning Model of Visual Attention [1]. In order to be ...
Florentin Dorian Vintila, John K. Tsotsos
129
Voted
NECO
2007
129views more  NECO 2007»
15 years 3 months ago
Variational Bayes Solution of Linear Neural Networks and Its Generalization Performance
It is well-known that, in unidentifiable models, the Bayes estimation provides much better generalization performance than the maximum likelihood (ML) estimation. However, its ac...
Shinichi Nakajima, Sumio Watanabe
124
Voted
ISCI
2002
120views more  ISCI 2002»
15 years 3 months ago
A class of instantaneously trained neural networks
This paper presents FC networks that are instantaneously trained neural networks that allow rapid learning of non-binary data. These networks, which generalize the earlier CC netw...
Subhash C. Kak
94
Voted
COLT
1989
Springer
15 years 7 months ago
A Statistical Approach to Learning and Generalization in Layered Neural Networks
Esther Levin, Naftali Tishby, Sara A. Solla