Growing and pruning neural tree networks

IEEE Transactions on Computers

Volumn 42, Issue 3, 1993, Pages 291-299

  Sankar, Ananth ^a   Mammone, Richard J ^a  

^a LUCENT TECHNOLOGIES   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; BOOLEAN FUNCTIONS; COMPUTER ARCHITECTURE; HEURISTIC METHODS; LEARNING SYSTEMS; PATTERN RECOGNITION; SPEECH RECOGNITION; TREES (MATHEMATICS);

MULTILAYER PERCEPTRONS; NEURAL TREE NETWORKS; PATTERN CLASSIFICATION; VOWEL RECOGNITION;

NEURAL NETWORKS;

EID: 0027557830     PISSN: 00189340     EISSN: None     Source Type: Journal    
DOI: 10.1109/12.210172     Document Type: Article

References (30)

1. D. Rumelhart J. McClelland Parallel Distributed Processing 1986 M.I.T. Cambridge Press MA, Cambridge
2. P. Werbos Beyond regression: New tools for prediction and analysis in the behavioral sciences 1974 Harvard Univ.
3. D. Parker Learning logic 1985 TR-47 M.I.T., Center for Computational Research in Economics and Management Science
4. L. Breiman J. Friedman R. Olshen C. Stone Classification and Regression Trees 1984 Wadsworth International group CA, Belmont
5. R. Duda P. Hart Pattern Classification and Scene Analysis 1973 Wiley New York
6. K. Fukunaga Statistical Pattern Recognition 1972 Academic New York
7. A. Waibel Modular construction of time delay neural networks for speech recognition Neural Computation 1 Mar. 1989
8. A. Rajavelu M. Musavi M. Shirvaikar A neural network approach to character recognition Neural Networks 2 5 387 394 1989
9. Y. L. Cun O. Matan Β. Boser J. Denker D. Henderson R. Howard W. Hubbard L. Jackel H. Baird Handwritten zip code recognition with multilayer networks Proc. 10th, Int. Conf. Pattern Recognition 2 35 40 Proc. 10th, Int. Conf. Pattern Recognition 1990
10. S. Judd Learning in networks is hard Proc. IEEE First Int. Conf. Neural Networks 2 685 692 Proc. IEEE First Int. Conf. Neural Networks 1987-June
11. T. M. Cover Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition IEEE Trans. Electron. Comput. 1965
12. E. Baum On the capabilities of multilayer perceptrons J. Complexity 4 193 215 Sept. 1988
13. L. Hyafil R. Rivest Constructing optimal decision trees is NP-complete Inform. Processing Lett. 5 1 15 17 1976
14. S. Amari A theory of adaptive pattern classifiers IEEE Trans. Electron. Comput. EC-16 299 307 June 1967
15. A. Sankar R. Mammone A new fast learning algorithm for feedforward neural networks using the LI norm of the error 1990 CAIP TR-115 CAIP Center, Rutgers Univ.
16. M. Frean Small nets and short paths: Optimising neural computation 1990 Univ. Edinburgh
17. B. Juang personal communication
18. A. Sankar R. Mammone Neural Networks: Theory and Applications 281 302 1991 Academic New York Neural tree networks
19. S. Kirkpatrick C. Gelatt M. Vecchi Optimization by simulated annealing Science 220 May 1983
20. A. Sankar R. Mammone Optimal pruning of neural tree networks for improved generalization Proc. IJCNN II—219 II—224 Proc. IJCNN 1991-July
21. J. Quinlan Induction of decision trees Machine Learning 1 81 106 1986
22. P. Utgoff Perception trees: A case study in hybrid concept representation Proc. Seventh Nat. Conf. Artif. Intell. Proc. Seventh Nat. Conf. Artif. Intell. St. Paul MN 1988
23. J. Flanagan Speech Analysis Synthesis and Perception 1972 Springer-Verlag Germany, Berlin
24. L. Rabiner R. Schafer Digital Processing of Speech Signals 1978 Prentice-Hall NJ, Englewood Cliffs
25. R. P. Lippmann Review of neural networks for speech recognition Neural Computation 1 1 1 38 1989
26. K. Unnikrishnan J. Hopfield D. Tank Connected-digit speaker-dependent speech recognition using a neural network with time-delayed connections IEEE Trans. Signal Processing 39 698 713 Mar. 1991
27. K. Unnikrishnan J. Hopfield D. Tank Speaker-independent digit recognition using a neural network with time-delayed connections Neural Computation 4 1 1991
28. A. C. Tsoi R. Pearson Comparison of three classification techniques, CART, C4.5, and multi-layer perceptrons NIPS Post Conference Workshop NIPS Post Conference Workshop Denver CO 1990
29. L. Atlas R. Cole Y. Muthusamy A. Lippman J. Connor D. Park M. El-Sharkawi M. R. A performance comparison of trained multilayer perceptrons and trained classification trees Proc. IEEE 78 Oct. 1990
30. A. Robinson Dynamic error propagation networks 1989 Cambridge Univ.