A combined neural and genetic learning algorithm

Neural networks and genetic algorithms are well-known representatives of learning procedures. In this paper a hybrid procedure, which combines both concepts, is introduced. Its functionality is presented on a typical pattern recognition problem.<<ETX>>

[1]  Lawrence Davis,et al.  Training Feedforward Neural Networks Using Genetic Algorithms , 1989, IJCAI.

[2]  Zbigniew Michalewicz,et al.  Genetic Algorithms + Data Structures = Evolution Programs , 1996, Springer Berlin Heidelberg.

[3]  L. Darrell Whitley,et al.  The GENITOR Algorithm and Selection Pressure: Why Rank-Based Allocation of Reproductive Trials is Best , 1989, ICGA.

[4]  Teuvo Kohonen,et al.  Self-organization and associative memory: 3rd edition , 1989 .

[5]  Dean A. Pomerleau,et al.  Progress in neural network-based vision for autonomous robot driving , 1992, Proceedings of the Intelligent Vehicles `92 Symposium.

[6]  Martina Gorges-Schleuter,et al.  Application of Genetic Algorithms to Task Planning and Learning , 1992, Parallel Problem Solving from Nature.

[7]  L. Darrell Whitley,et al.  Delta Coding: An Iterative Search Strategy for Genetic Algorithms , 1991, ICGA.

[8]  Lawrence. Davis,et al.  Handbook Of Genetic Algorithms , 1990 .

[9]  Gilbert Syswerda,et al.  Uniform Crossover in Genetic Algorithms , 1989, ICGA.

[10]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[11]  Steffen Schulze-Kremer,et al.  Genetic Algorithms for Protein Tertiary Structure Prediction , 1993, ECML.

[12]  Volker Graefe,et al.  Coupled neural networks for real-time road and obstacle recognition by intelligent road vehicles , 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).

[13]  L. Darrell Whitley,et al.  Optimizing Neural Networks Using FasterMore Accurate Genetic Search , 1989, ICGA.

[14]  Vassilios Petridis,et al.  A hybrid genetic algorithm for training neural networks , 1992 .

[15]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[16]  D. E. Goldberg,et al.  Genetic Algorithms in Search , 1989 .