A Comparison of Some Error Estimates for Neural Network Models

Neural Computation

Volumn 8, Issue 1, 1996, Pages 152-163

  Tibshirani, Robert ^a  

^a UNIVERSITY OF TORONTO   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 0001572432     PISSN: 08997667     EISSN: None     Source Type: Journal    
DOI: 10.1162/neco.1996.8.1.152     Document Type: Article

References (13)

1. Baxt, W., and White, H. 1994. Bootstrapping Confidence Intervals for Clinical Input Variable Effects in a Network Trained to Identify the Presence of Acute Myocardial Infarction. Tech. Rep., University of California, San Diego.
2. Buntine, W., and Weigend, A. 1994. Computing second derivatives in feed forward neural networks: A review. IEEE Trans. Neur. Networks 5, 480-488.
3. Chambers, J., and Hastie, T. 1991. Statistical Models in S. Wadsworth/Brooks Cole, Pacific Grove, CA.
4. Efron, B., and Tibshirani, R. 1993. An Introduction to the Bootstrap. Chapman and Hall, London.
5. Hertz, J., Krogh, A., and Palmer, R. 1991. Introduction to the Theory of Neural Computation. Addison-Wesley, Redwood City, CA.
6. Hinton, G. 1989. Connectionist learning procedures. Artificial Intelligence 40, 185-234.
7. Kent, T. 1982. Robust properties of likelihood ratio tests. Biometrika 69, 19-27.
8. LeBaron, A., and Weigend, A. 1994. Evaluating neural network predictors by bootstrapping. In Proceedings of the International Conference on Neural Information Processing (ICONIP'94), pp. 1207-1212. Seoul, Korea.
9. Leonard, J., Kramer, M., and Ungar, L. 1992. A neural network architecture that computes its own reliability. Comp. Chem. Eng. 16, 819-835.
10. Lippman, R. 1989. Pattern classification using neural networks. IEEE Commun. Mag. 11, 47-64.
11. MacKay, D. 1992. A practical bayesian framework for backpropagation neural networks. Neural Comp. 4, 448-472.
12. Nash, J. 1979. Compact Numerical Methods for Computers. Halsted, New York.
13. Nix, D., and Weigend, A. 1994. Estimating the mean and variance of a target probability distribution. In Proceedings of the IJCNN, Orlando.