Nonlinear time series modeling and prediction using RBF network with improved clustering algorithm

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn 4, Issue , 2004, Pages 3513-3518

  Li, Chunfu ^a   Ye, Hao ^a   Wang, Guizeng ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

Clustering algorithm; Modeling; RBF network; Time series

Indexed keywords

CLUSTERING ALGORITHMS; MACKEY-GLASS TIME SERIES; NONLINEAR TIME SERIES MODELING; RIVAL PENALIZED COMPETITIVE LEARNING (RPCL);

ALGORITHMS; APPROXIMATION THEORY; COMPUTER SIMULATION; DATA REDUCTION; MATHEMATICAL MODELS; NONLINEAR CONTROL SYSTEMS; OPTIMAL CONTROL SYSTEMS; PROBLEM SOLVING; SEARCH ENGINES; SIGNAL FILTERING AND PREDICTION; SIGNAL PROCESSING; TIME SERIES ANALYSIS;

RADIAL BASIS FUNCTION NETWORKS;

EID: 15744379003     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2004.1400886     Document Type: Conference Paper

References (9)

1. J. Park, and I.W. Sandberg. "Universal approximation using radial-basis-function networks". Neural Comput., Vol. 3, No. 2, pp. 246-257, 1991
2. T. Poggio, and F. Girosi, "Networks for approximation and learning", Proc. of the IEEE, Vol. 78, No. 9, pp. 1481-1497, 1990.
3. M. A. S. potts, and D. S. Broomhead, "Time series prediction with a radial basis function neural network", SPIE Adaptive Signal Processing, Vol. 1565, pp. 255-266, 1991.
4. S. Chen, "Nonlinear time series modeling and prediction using Gaussian RBF networks with enhanced clustering and RLS learning", Electronics Letters, Vol. 31, No. 2, pp. 117-118, 1995.
5. Y. Moody, and C. J. Darken, "Fast learning in networks of locally tuned processing unites", Neural Computation, Vol. 1, pp. 281-294, 1989.
6. L. Xu, A. Krzyzak, and E. Oja, "Rival penalized competitive learning for cluster analysis, RBF net, and curve detection", IEEE Transactions on Neural Networks, Vol. 4, No. 4, pp. 636-645, 1993.
7. C. Chinrungrueng, and C. H. Sequin, "Enhanced k-means techniques for partitioning the input domain function approximation", Journal of App. Sci. Comput., Vol. 1, No. 1, pp. 1-32, 1994.
8. A. Song, and J. Lu, "Evolving Gaussian RBF network for nonlinear time series modeling and prediction", Electronics Letters, Vol. 34, No. 12, pp. 1241-1243, 1998.
9. M. C. Mackey, and L. Glass, "Oscillation and chaos in physiological control systems", Science, Vol. 197, pp. 716-723, 1977.