Second-order multilayer perceptrons and its optimization with genetic algorithms

Proceedings of the 2000 Congress on Evolutionary Computation, CEC 2000

Volumn 1, Issue , 2000, Pages 652-658

  Hwang, Min Woong ^a   Kim, Mun Hyuk ^a   Choi, Jin Young ^b  

^a SK Telecom   (South Korea)

^b Seoul National University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; RADIAL BASIS FUNCTION NETWORKS; BACKPROPAGATION; GENETIC ALGORITHMS; OPTIMIZATION;

CIRCULAR BACKPROPAGATION; ELLIPSOIDAL-BASIS-FUNCTION NETWORKS; MULTI-LAYER PERCEPTRONS; RADIAL BASIS FUNCTION NETWORKS (RBFN); SECOND ORDERS; TAKE-ALL;

GENETIC ALGORITHMS; MULTILAYER NEURAL NETWORKS;

CIRCULAR BACKPROPAGATION NETWORKS; ELLIPSOIDAL BASIS FUNCTION NETWORKS; RADIAL BASIS FUNCTION NETWORKS;

EID: 0033666988     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2000.870360     Document Type: Conference Paper

References (12)

1. [Ridella97] Sandro Ridella, Stefano Rovetta, and Rodolfo Zunino, "Circular Backpropagation Networks for Classification," IEEE Trans. Neural Networks, vol. 8, pp. 8497, 1997
2. [Hung96] Kenneth J. Hunt, Roland Haas, and Roderick Murray-Smith, "Extending the Functional Equivalence of Radial Basis Function Networks and Fuzzy Inference Systems," IEEE Trans. Neural Networks, vol. 7, pp. 776-781,1996
3. [Hirahara93] M.Hirahara, N.Oka, "A hybrid model composed of a multilayer perceptron and a radial basis functio n.network," Procs. of IJCNN,Nagoya, vol.1, pp.1353-1356,1993
4. [Kil93] R.M.Kil, J.Y.Choi, "Time series prediction based on global and local estimation models," WCNN, vol.4, pp.617-621,July 1993
5. [Park94] S.Park, L.J.Park, and C.H.Park, "Structural hybrid of multilayer neural networks and Gaussian potential function networks," Procs. oflCONIP, vol.3, pp.13931397, Seoul, Oct 1994
6. [Wilensky92] G.D.Wilensky, N.Manukian, 'The Projection neural networks," Procs. of IJCNN, Baltimore, vol.2, pp.II-35811-367,1992
7. [Lang88] K.J.Lang, M.J.Witbrock, "Learning to Tell Two Spirals Apart," Procs. of 1988 Connectionist Models Summer School, Morgan Kaufmann(Ed.), pp.52-59, 1989
8. [Fahlman92] S.E.Fahlman, C.Lebiere, "The Cascade-Correlation Learning Architecture," In D. Toure(zky(Ed.) Advances in Neural Information Processing Systems, vol.2, pp.524-532,1990
9. [Koza92] J.R.Koza, "A Genetic Approach to the Truck Backer Upper Problem and the Inter-Twined Spiral Problem," Procs. of IJCNN 1992, vol.4, pp.310-318, 1992
10. [Jia95] J.Jia, H.Chua, "Solving Two-Spiral Problem Through Input Data Representation," Procs. of ICNN 1995, vol.1, pp. 132-135,1995
11. [Thierens96] D.Thierens, "Non-Redundant Genetic Coding of Neural Networks," Procs. of IEEE International Conf. on Evolutionary Computation 1996, pp.571-575, 1996
12. [Chaiyaratana98] N.Chaiyaratana,A.M.S.Zalzala, "Evolving Hybrid RBF-MLP Networks Using Combind Ge-netic/Unsupervised/Supervised Learning," UKACC International Conf. on Control 1998, pp.330-335,1998