Ensemble construction via designed output distortion

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

Volumn 2709, Issue , 2003, Pages 286-295

  Christensen, Stefan W ^a  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTERS;

DATA POINTS; ENSEMBLE CONSTRUCTION; LARGE DISPLACEMENTS; MEAN DISPLACEMENT; OUTPUT VALUES; PREDICTION ACCURACY; SINGLE MODELS;

ARTIFICIAL INTELLIGENCE;

EID: 35248863524     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-44938-8_29     Document Type: Article

References (10)

1. Krogh, A. and Vedelsby, J. Neural network ensembles, Cross Validation, and Active Learning. In: G. Tesauro, D. S. Touretzky and T. K. Leen, eds. Advances in Neural Information Processing Systems 7, p. 231-238, MIT Press, Cambridge, MA, 1995.
2. Sollich, P. and Krogh, A. Learning with ensembles: How over-fitting can be useful. In: D. S. Touretzky, M. C. Mozer and M. E. Hasselmo, eds. Advances in Neural Information Processing Systems 8, p. 190-196, MIT Press, 1996.
3. Breiman, L. Bagging predictors. Machine Learning 24 (2):123-140, 1996.
4. Breiman, L. Randomizing outputs to increase prediction accuracy. Machine Learning, 40 (3): 229-242, September 2000.
5. Raviv, Y. and Intrator. N. Bootstrapping with noise: An effective regularization technique. Connection Science, Special issue on Combining Estimators, 8:356-372, 1996.
6. Raviv, Y. and Intrator, N. Variance reduction via noise and bias constraints. In: Sharkey, A. J. C. (Ed.) Combining Artificial Neural Nets. Springer Verlag. 1999.
7. Murphy, P. M. & Aha, D. W. UCI Repository of machine learning databases. University of California, Department of Information and Computer Science. Irvine, CA 1994.
8. Schwefel, H. Numerical Optimization of Computer Models. Wiley, New York, 1981.
9. Neider, J. A and Mead, R. Computer Journal, 7, p. 308. 1965.
10. Press, W. H., Flannery, B. P., Teukolsky, S. A., Vetterling, W. T. Numerical Recipes in Pascal. Cambridge University Press, Cambridge, 1989.