Capacity control in classifiers for pattern recognition

Neural Networks for Signal Processing - Proceedings of the IEEE Workshop

Volumn , Issue , 1992, Pages 255-266

  Soila, Sara A ^a,b  

^a LUCENT TECHNOLOGIES   (United States)

^b UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

[No Author keywords available]

Indexed keywords

LEARNING ALGORITHMS; PATTERN RECOGNITION; SIGNAL PROCESSING;

ADJUSTABLE PARAMETERS; CAPACITY CONTROL; INPUT SPACE; OPTIMAL CLASSIFIERS; OPTIMAL MATCH; STATISTICAL PATTERN RECOGNITION; STRUCTURAL RISK MINIMIZATION; TRAINING SETS;

CLASSIFICATION (OF INFORMATION);

EID: 0000795302     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NNSP.1992.253687     Document Type: Conference Paper

References (8)

1. V. N. Vapnik and A. Ya. Chervonenkis, "On the uniform convergence of relative frequencies of events to their probabilities", Theory of Probability and its Applications, vol. 16, pp. 264-280, 1971.
2. V. Vapnik, Estimation of Dependences Based on Empirical Data, New York: Springer-Verlag, 1982.
3. V. Vapnik", Principles of risk minimization for learning theory", in Advances in Neural Information Processing Systems 4, 1992 (in press).
4. I. Guyon, V. Vapnik, B. Boser, L. Bottou, and S. A. Solla, "Structural risk minimization for character recognition", in Advances in Neural Information Processing Systems 4, 1992 (in press).
5. R. O. Duda and P. E. Hart, Pattern Classification and Scene Analysis, Wiley and Son, 1973.
6. Y. Le Cun, I. Kanter, and S. A. Solla, "Second order properties of error surfaces: learning time and generalization", in Advances in Neural Information Processing Systems 3, 1991, pp. 918-924.
7. C. W. Therrien, Decision, Estimation, and Classification: an Introduction to Pattern Recognition and Related Topics, Wiley, 1989.
8. Y. Le Cun, J. S. Denker, and S. A. Solla, "Optimal brain damage", in Advances in Neural Information Processing Systems 2, 1990, pp. 598-605.