Simultaneous perturbation stochastic approximation based neural networks for online learning

IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC

Volumn , Issue , 2004, Pages 1038-1044

  Choy, Min Chee ^a   Srinivasan, Dipti ^a   Cheu, Ruey Long ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Multi agents; Online learning; Simultaneous perturbation stochastic approximation; Traffic signal control

Indexed keywords

APPROXIMATION THEORY; COMPUTER SIMULATION; CONVERGENCE OF NUMERICAL METHODS; MULTI AGENT SYSTEMS; PERTURBATION TECHNIQUES; RANDOM PROCESSES; ROBUSTNESS (CONTROL SYSTEMS); TRAFFIC CONTROL; TRAFFIC SIGNALS;

MULTI-AGENTS; ONLINE LEARNING; SIMULTANEOUS PERTURBATION STOCHASTIC APPROXIMATIONS; TRAFFIC SIGNAL CONTROL;

NEURAL NETWORKS;

EID: 13344260640     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. T. Jaakkola, M. I. Jordan, and S. P. Singh, "On the convergence of stochastic iterative dynamic programming algorithms", Neural Computation, 6(6), Page(s) 1185-1201, 1994.
2. th International Conference on Machine Learning, Page(s) 310-318, 1996.
3. J. C. Spall, "Multivariate stochastic approximation using a simultaneous perturbation gradient approximation", IEEE Transactions on Automatic Control, Vol. 37, Issue 3, Page(s) 332-341, March 1994.
4. J. L. Maryak, and D. C. Chin, "Global random optimization by simultaneous perturbation stochastic approximation", In Proceedings of the 2001 American Control Conference, Vol. 2, Page(s) 756-762, June 2001.
5. A. V. Wouwer, C. Renotte, and M. Remy, "On the use of simultaneous perturbation stochastic approximation for neural network training", In Proceedings of the American Control Conference, Page(s) 388-392, 1999.
6. E. Gomez-Ramirez, P. L. Najim, and E. Ikonen, "Stochastic Learning Control for Nonlinear Systems", In Proceedings of the 2002 International Joint Conference on Neural Networks IJCNN'02, Vol. 1, Page(s) 171-176, May 2002.
7. J. C. Spall, and D. C. Chin, "Traffic-responsive signal timing for system-wide traffic control", Transpn Res.- C, Vol. 5, No. 3 / 4, Page(s) 153-163, 1997.
8. M. Baglietto, T. Parisini, and R. Zoppoli, "Distributed Information Neural Control: The Case of Dynamic Routing in Traffic Networks", IEEE Trasactions on Neural Networks, Vol. 12, No. 3, Page (s) 485-502, May 2001.
9. H. Robbins, and S. Monro, "A Stochastic Approximation Method", Ann. Math. Statist., 25: Page(s) 382-386, 1951.
10. J. Kiefer, and J. Wolfowitz, "Stochastic Estimation of a Regression Function", Ann. Math. Statist., 23: Page(s) 462-466, 1952.
11. nd Edition", PWS Publishing Company, Page(s): 281-329, 1997
12. Quadstone. PARAMICS Modeller v4.0 User Guide and Reference Manual. Quadstone Ltd., Edinburgh, U.K., 2002.
13. P. B. Wolshon, W. C. Taylor, "Analysis of intersection delay under real-time adaptive signal control", Transportation Research. Part C, Emerging technologies. Vol. 7C, no. 1, Page(s) 53-72, February 1999.