Novel training algorithm based on quadratic optimisation using neural networks

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 2084 LNCS, Issue PART 1, 2001, Pages 410-417

  Arulampalam, Ganesh ^a   Bouzerdoum, Abdesselam ^a  

^a EDITH COWAN UNIVERSITY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

APPROXIMATION ALGORITHMS; CONSTRAINED OPTIMIZATION; FEEDFORWARD NEURAL NETWORKS; QUADRATIC PROGRAMMING; ALGORITHMS; ARTIFICIAL INTELLIGENCE; OPTIMIZATION;

HESSIAN MATRICES; NOVEL ALGORITHM; OPTIMAL WEIGHT; OPTIMISATIONS; RECURRENT EQUATIONS; SECOND-ORDER ALGORITHMS; TRAINING ALGORITHMS;

RECURRENT NEURAL NETWORKS;

EID: 84902134920     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-45720-8_48     Document Type: Conference Paper

References (8)

1. R. Battiti, "First- And Second-Order Methods for Learning: Between Steepest Descent and Newton's Method, " Neural Computation, vol. 4, pp. 141-166, 1992.
2. G. Arulampalam and A. Bouzerdoum, "Training Shunting Inhibitory Artificial Neural Networks as Classifiers, " Neural Network World, vol. 10, pp. 333-350, 2000.
3. A. Bouzerdoum and T. R. Pattison, "Neural Network for Quadratic Optimization with Bound Constraints, " IEEE Transactions on Neural Networks, vol. 4, pp. 293-304, 1993.
4. A. Bouzerdoum and T. R. Pattison, "Constrained Quadratic Optimisation using Neural Networks, " presented at 4th ACNN, Melbourne, 1993.
5. G. V. Rekliatis, A. Ravindran, and K. M. Ragsdell, Engineering Optimization: Methods and Applications. New York: John Wiley & Sons, 1983.
6. H. H. Rosenbrock, "An automated method for finding the greatest of least value of a function, " Computer J., vol. 3, pp. 175-184, 1960.
7. M. T. Hagan and M. B. Menhaj, "Training Feedforward Networks with the Marquadt Algorithm, " IEEE Transactions on Neural Networks, vol. 5, pp. 989 - 993, 1994.
8. S. Haykin, Neural Networks: A Comprehensive Foundation. New York: MacMillan, 1994.