Constructive Algorithms for Hierarchical Mixtures of Experts

NIPS 1995: Proceedings of the 8th International Conference on Neural Information Processing Systems

Volumn , Issue , 1995, Pages 584-590

  Waterhouse, S R ^a   Robinson, A J ^a  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

CONSTRUCTIVE ALGORITHMS; FIXED STRUCTURE; HIERARCHICAL MIXTURES; INTERLOCKINGS; MIXTURE OF EXPERTS; PRUNING ALGORITHMS; SPLITTING CRITERION;

EID: 85156220253     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. Breiman, L., Friedman, J., Olshen, R. & Stone, C. J. (1984), Classification and Regression Trees, Wadswoth and Brooks/Cole.
2. Cun, Y. L., Denker, J. S. & Solía, S. A. (1990), Optimal brain damage, in D. S. Touretzky, ed., 'Advances in Neural Information Processing Systems 2', Morgan Kaufmann, pp. 598-605.
3. Dempster, A. P., Laird, N. M. & Rubin, D. B. (1977), 'Maximum likelihood from incomplete data via the EM algorithm', Journal of the Royal Statistical Society, Series B 39, 1-38.
4. Fahlman, S. E. & Lebiere, C. (1990), The Cascade-Correlation learning architecture, Technical Report CMU-CS-90-100, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213.
5. Jordan, M. I. & Jacobs, R. A. (1994), 'Hierarchical Mixtures of Experts and the EM algorithm', Neural Computation 6, 181-214.
6. Moody, J. E. (1992), The effective number of parameters: An analysis of generalization and regularization in nonlinear learning systems, in J. E. Moody, S. J. Hanson & R. P. Lippmann, eds, 'Advances in Neural Information Processing Systems 4', Morgan Kaufmann, San Mateo, California, pp. 847-854.
7. Waterhouse, S. R. & Robinson, A. J. (1994), Classification using hierarchical mixtures of experts, in 'IEEE Workshop on Neural Networks for Signal Processing', pp. 177-186.
8. Waterhouse, S. R., MacKay, D. J. C. & Robinson, A. J, (1995), Bayesian methods for mixtures of experts, in M. C. M. D. S. Touretzky & M. E. Hasselmo, eds, 'Advances in Neural Information Processing Systems 8', MIT Press.
9. Wolpert, D. H. (1993), Stacked generalization, Technical Report LA-UR-90-3460, The Santa Fe Institute, 1660 Old Pecos Trail, Suite A, Santa Fe, NM, 87501.