Evolving space-filling curves to distribute radial basis functions over an input space
作者： B.A. Whitehead , T.D. Choate
DOI: 10.1109/72.265957
关键词:
摘要: An evolutionary neural network training algorithm is proposed for radial basis function (RBF) networks. The locations of centers are not directly encoded in a genetic string, but governed by space-filling curves whose parameters evolve genetically. This encoding causes each group codetermined functions to fit region the input space. A produced from this evaluated its output connections only. Networks appear have better generalization performance on Mackey-Glass time series than corresponding networks determined k-means clustering. >
sci-hub.se 参考文章(40)
John H. Holland, Adaptation in natural and artificial systems ,(1992)
M. J. D. Powell, Radial basis functions for multivariable interpolation: a review Algorithms for approximation. pp. 143- 167 ,(1987)
L. Darrell Whitley, Thomas Hanson, Optimizing Neural Networks Using FasterMore Accurate Genetic Search international conference on genetic algorithms. pp. 391- 397 ,(1989)
Hugo de Garis, GENETIC PROGRAMMING: Building Artificial Nervous Systems Using Genetically Programmed Neural Network Modules Machine Learning Proceedings 1990#R##N#Proceedings of the Seventh International Conference, Austin, Texas, June 21–23, 1990. pp. 132- 139 ,(1990) , 10.1016/B978-1-55860-141-3.50019-5
B. WIDROW, M. E. HOFF, Adaptive switching circuits Neurocomputing: foundations of research. pp. 123- 134 ,(1988) , 10.21236/AD0241531
Charles P. Dolan, Thomas P. Caudell, Parametric Connectivity: Training of Constrained Networks using Genetic Algorithms international conference on genetic algorithms. pp. 370- 374 ,(1989)
L. Darrell Whitley, The GENITOR Algorithm and Selection Pressure: Why Rank-Based Allocation of Reproductive Trials is Best international conference on genetic algorithms. pp. 116- 123 ,(1989)
Peter M. Todd, Shailesh U. Hegde, Geoffrey F. Miller, Designing neural networks using genetic algorithms international conference on genetic algorithms. pp. 379- 384 ,(1989)
Aloke Guha, Steven Alex Harp, Tariq Samad, Towards the genetic synthesis of neural network international conference on genetic algorithms. pp. 360- 369 ,(1989)
Chris Bishop, Improving the generalization properties of radial basis function neural networks Neural Computation. ,vol. 3, pp. 579- 588 ,(1991) , 10.1162/NECO.1991.3.4.579