Optimization of Centers' Positions for RBF Nets with Generalized Kernels

The problem of locating centers for radial basis functions in neural networks is discussed. The proposed approach allows us to apply the results from the theory of optimum experimental designs. In typical cases we are able to compose optimal centers’ locations from the known univariate experiment designs.

• Type: Conference
• Year: 2004
• Where: ICAISC
• Authors: Ewaryst Rafajlowicz, Miroslaw Pawlak
• Keywords: Artificial Intelligence, ICAISC 2004, Neural Networks, Optimal Centers, Radial Basis Functions