A scatter-search-based learning algorithm for neural network training

Journal of Heuristics

Volumn 2, Issue 2, 1996, Pages 129-146

  Kelly, James P ^a   Rangaswamy, Balasubramanian ^a   Xu, Jiefeng ^a  

^a UNIVERSITY OF COLORADO   (United States)

Author keywords

Artificial neural networks; Heuristic search; Learning algorithms; Scatter search; Tabu search

Indexed keywords

BACKPROPAGATION; FEEDFORWARD NEURAL NETWORKS; HEURISTIC PROGRAMMING; NEURAL NETWORKS; OPERATIONS RESEARCH; OPTIMIZATION;

HEURISTIC SEARCH; NEURAL NETWORK TRAINING; SCATTER SEARCH; TABU SEARCH;

LEARNING ALGORITHMS;

EID: 0030233259     PISSN: 13811231     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF00247209     Document Type: Article

References (20)

1. Glover, F. (1977). "Heuristics for Integer Programming Using Surrogate Constraints." Decision Sciences 8(1) (January), 156-166.
2. Glover, F. (1989). "Tabu Search, Part I." ORSA Journal on Computing 1(3), 190-206.
3. Glover, F. (1990). "Tabu Search, Part II." ORSA Journal on Computing 2(1), 4-32.
4. Glover, F. (1994). "Genetic Algorithms and Scatter Search: Unsuspected Potentials." Statistics and Computing 4, 131-140.
5. Glover, F. (1996). "Tabu Search and Adaptive Memory Programming - Advances, Applications and Challenges." To appear in Barr, Helgason, and Kennington, Interfaces in Computer Science and Operations Research. Boston: Kluwer.
6. Glover, F., and M. Laguna. "Tabu Search." In Collin Reeves (Ed.), Modern Heuristic Techniques for Combinatorial Optimization. Blackwell Publishers, pp. 60-150.
7. Haykin, S. (1994). Neural Networks: A Comprehensive Foundation. New York: Macmillan College.
8. Mangasarian, O.L. (1993). "Mathematical Programming in Neural Networks." ORSA Journal on Computing 5(4) (Fall), 349-360.
9. Nowicki, E., and C. Smutnicki. (1995). "The Flow Shop with Parallel Machine: A Taboo Search Approach." Report ICT PRE 30/95, Technical University of Wroclaw.
10. Nowicki, E., and C. Smutnicki. (1996a). "A Fast Taboo Search Algorithm for the Job Shop." Management Science 4-2(6), 797-813.
11. Nowicki, E., and C. Smutnicki. (1996b). "A Fast Tabu Search Algorithm for the Permutation Flow Shop." European Journal of Oper. Res. 91(1), 160-175.
12. Patuwo, E., M.Y. Hu, and M.S. Hung. (1993). "Two-Group Classification Using Neural Networks." Decision Sciences 24(4), 825-844.
13. Roy, A., S. Govil, and R. Miranda. (1995). "An Algorithm to Generate Radial Basis (RBF)-like Nets for Classification Problems." Neural Networks 8(1), 179-201.
14. Rummelhart, D.E., B. Widrow, and M.A. Lehr. (1994). "The Basic Ideas in Neural Networks." Communications of the ACM 37(3) (March), 87-92.
15. Rummelhart, D.E., G.E. Williams, and R.J. Williams. (1986). "Learning Internal Representations by Error Propagation." Parallel Distributed Processing 1, pp. 318-362. Cambridge, MA: MIT Press.
16. Subramanian, V., and M.S. Hung. (1993). "A GRG2-Based System for Training Neural Networks: Design and Computational Experience," ORSA Journal on Computing 5(4) (Fall), 386-394.
17. Wasserman, P.D. (1989). Neural Computing-Theory and Practice. New York: Van Nostrand Reinhold.
18. Widrow, B., D.E. Rummelhart, and M.A. Lehr. (1994). "Neural Networks: Applications in Industry, Business and Science." Communications of the ACM, 37(3) (March), 93-105.
19. Xu, J. and J.P. Kelly. (1996). "A New Network-Flow-Based Tabu Search Heuristic for the Vehicle Routing Problem." Transportation Science 30(4), 1-15.
20. Xu, J., S.Y. Chiu, and F. Gover. (1996). "Probabilistic Tabu Search for Telecommunications Network Design." Journal of Combinatorial Optimization.