A group selection evolutionary extreme learning machine approach for Time-Variant Neural Networks

Frontiers in Artificial Intelligence and Applications

Volumn 226, Issue , 2011, Pages 22-33

  Ye, Yibin ^a   Squartini, Stefano ^a   Piazza, Francesco ^a  

^a UNIVERSITÀ POLITECNICA DELLE MARCHE   (Italy)

Author keywords

Evolutionary Algorithm; Extreme Learning Machine; Group Selection Theory; Time Variant Neural Networks

Indexed keywords

BACKPROPAGATION; FUNCTIONS; GROUP THEORY; KNOWLEDGE ACQUISITION; LEARNING SYSTEMS; NEURAL NETWORKS; TIME VARYING NETWORKS;

BACK PROPAGATION; BASE FUNCTION; EXTREME LEARNING MACHINE; GROUP SELECTION; GROUP SELECTION THEORY; LEARNING MACHINES; NEURAL-NETWORKS; TIME VARIANT; TIME-VARIANT NEURAL NETWORK; TRAINING TIME;

EVOLUTIONARY ALGORITHMS;

EID: 78751660729     PISSN: 09226389     EISSN: 18798314     Source Type: Book Series    
DOI: 10.3233/978-1-60750-692-8-22     Document Type: Article

References (19)

1. Huang, G.B., Zhu, Q.Y., Siew, C.K.: Extreme learning machine: a new learning scheme of feedforward neural networks. In: Proc. IEEE International Joint Conference on Neural Networks. Volume 2. (July 25-29, 2004) 985-990
2. Huang, G.B., Zhu, Q.Y., Siew., C.K.: Extreme learning machine: Theory and applications. Neurocomputing 70(1-3) (2006) 489-501
3. Huynh, H.T.,Won, Y.: Extreme learning machine with fuzzy activation function. In: Proc. Fifth International Joint Conference on INC, IMS and IDC NCM '09. (August 25-27, 2009) 303-307
4. Han, F.: Improved learning algorithms of slfn for approximating periodic function. Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence (2008) 654-660
5. Miche, Y., Sorjamaa, A., Bas, P., Simula, O., Jutten, C., Lendasse, A.: Op-elm: Optimally pruned extreme learning machine. Neural Networks, IEEE Transactions on 21(1) (jan. 2010) 158-162
6. Zhu, Q.Y., Qin, A., Suganthan, P., Huang, G.B.: Evolutionary extreme learning machine. Pattern Recognition 38(10) (2005) 1759-1763
7. Feng, G., Huang, G.B., Lin, Q., Gay, R.: Error minimized extreme learning machine with growth of hidden nodes and incremental learning. Neural Networks, IEEE Transactions on 20(8) (aug. 2009) 1352-1357
8. Lan, Y., Soh, Y.C., Huang, G.B.: A constructive enhancement for online sequential extreme learning machine. In: Proc. International Joint Conference on Neural Networks IJCNN 2009. (June 14-19, 2009) 1708-1713
9. Xu, Y.: A gradient-based elm algorithm in regressing multi-variable functions. Advances in Neural Networks - ISNN 2006 (2006) 653-658
10. Xu, Y., Shu, Y.: Evolutionary extreme learning machine based on particle swarm optimization. Advances in Neural Networks - ISNN 2006 (2006) 644-652 (Pubitemid 44046173)
11. Li, M.B., Er, M.J.: Nonlinear system identification using extreme learning machine. In: Proc. 9th International Conference on Control, Automation, Robotics and Vision ICARCV '06. (December 5-8, 2006) 1-4
12. Rong, H.J., Huang, G.B., Ong, Y.S.: Extreme learning machine for multi-categories classification applications. In: Nral Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on. (June 2008) 1709-1713
13. Cingolani, C., Squartini, S., Piazza, F.: An extreme learning machine approach for training time variant neural networks. In: Proc. IEEE Asia Pacific Conference on Circuits and Systems APCCAS 2008. (November 2008) 384-387
14. Titti, A., Squartini, S., Piazza, F.: A new time-variant neural based approach for nonstationary and non-linear system identification. In: Proc. IEEE International Symposium on Circuits and Systems ISCAS 2005. (May 23-26, 2005) 5134-5137
15. Wynne-Edwards, V.: Evolution through group selection. BLACKWELL SCIENTIFIC PUBLICATIONS, PALO ALTO, CA(USA). 1986. (1986)
16. Wilson, D., Wilson, E.: Evolution' for the Good of the Group'. American Scientist 96(5) (2008) 380-389
17. Chang, M., Ohkura, K., Ueda, K., Sugiyama, M.: Group selection and its application to constrained evolutionary optimization. In: Proc. Congress on Evolutionary Computation CEC '03. Volume 1. (December 8-12, 2003) 684-691
18. Narendra, K., Parthasarathy, K.: Identification and control of dynamical systems using neural networks. Neural Networks, IEEE Transactions on 1(1) (mar 1990) 4-27
19. Zhao, G., Shen, Z., Miao, C., Gay, R.: Enhanced extreme learning machine with stacked generalization. In: Proc. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on Neural Networks IJCNN 2008. (June 1-8, 2008) 1191-1198