Co-operative evolution of a neural classifier and feature subset

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

Volumn 1585, Issue , 1999, Pages 397-404

  Hallinan, Jennifer ^a   Jackway, Paul ^a  

^a UNIVERSITY OF QUEENSLAND   (Australia)

Author keywords

Classification; Genetic algorithm; Ionosphere; Neural network

Indexed keywords

GENETIC ALGORITHMS; IONOSPHERE; IONOSPHERIC MEASUREMENT; NETWORK ARCHITECTURE; NETWORK LAYERS; NEURAL NETWORKS;

CLASSIFICATION ERRORS; FEATURE SELECTION ALGORITHM; FEATURE SUBSET; FEED-FORWARD NETWORK; INPUT FEATURES; NEURAL CLASSIFIERS; NEURAL NETWORK CLASSIFIER; SPECIFIC SUBSET;

CLASSIFICATION (OF INFORMATION);

EID: 34247178948     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-48873-1_51     Document Type: Conference Paper

References (12)

1. Gose, E., Johnsonbaugh, R. & Jost, S. (1996). Pattern Recognition and Image Anal- ysis. Prentice Hall PTR: Upper Saddle River, NJ.
2. Jain, A. & Zongker, D.(1997). Feature Selection: Evaluation, application and small sample performance. IEEE Transactions on Pattern Analysis and Machine Intelli- gence 19(2): 153-158.
3. Siedlecki, W. & Sklansky, J.(1989). A note on genetic algorithms for large-scale feature selection. Pattern Recognition Letters 10(5): 335-347.
4. Vafaie, H. & DeJong, K. (1993). Robust feature selection algorithms. Proceedings of the International Conference on Tools with AI. Boston, Mass.
5. Yang, J. & Honavar, V.(1998). Feature subset selection using a genetic algorithm. IEEE Intelligent Systems 13: 44-49.
6. Brill, F. Z., Brown, D. E. & Martin, W. N.(1992). Fast genetic selection of features for neural network classifiers. IEEE Transactions on Neural Networks 3(2): 324-328.
7. Guo, H. & Gelfand, S. B.(1992). Classification trees with neural network feature extraction. IEEE Transactions on Neural Networks 3(6): 923-933.
8. Yao, X.(1993). A review of evolutionary artificial neural networks. International Journal of Intelligent Systems 8(4): 539-577.
9. Setiono, R. & Liu, H.(1997). Neural-network feature selector. IEEE Transactions on Neural Networks 8(3): 654-659.
10. Murphy, P. M. & Aha, D. W. (1992). UCI Repository of Machine Learning Databases, Machine Readable Data Repository, Irvine, CA. University of California, Dept. of Information and Computer Science.
11. Mitchell, M.(1996).An Introduction to Genetic Algorithms. MIT Press: Cambridge, Massachusetts.
12. Sigillito, V. G., Wing, S. P., Hutton, L. V. & Baker, K. B. (1989). Classification of radar returns from the ionosphere using a neural networks. Johns Hopkins APL Technical Digest, 10: 262-266.