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Generalization bounds for function approximation from scattered noisy data

โœ Scribed by Partha Niyogi; Federico Girosi


Book ID
110380232
Publisher
Springer
Year
1999
Tongue
English
Weight
252 KB
Volume
10
Category
Article
ISSN
1019-7168

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โœ Menita Carozza; Salvatore Rampone ๐Ÿ“‚ Article ๐Ÿ“… 2001 ๐Ÿ› Elsevier Science ๐ŸŒ English โš– 193 KB

In this paper we consider the problem of approximating functions from noisy data. We propose an incremental supervised learning algorithm for RBF networks. Hidden Gaussian nodes are added in an iterative manner during the training process. For each new node added, the activation function center and