Quantizing features independently in the bayesian data reduction algorithm

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn 2, Issue , 2004, Pages 1336-1341

  Lynch Jr , Robert S ^a   Willett, Peter K ^b  

^a NAVAL UNDERSEA WARFARE CENTER   (United States)

^b University of Connecticut   (United States)

Author keywords

Dimensionality reduction; Discrete classification; Supervised learning

Indexed keywords

ALGORITHMS; COMPUTER SIMULATION; DATABASE SYSTEMS; INFORMATION THEORY; LEARNING SYSTEMS; PATTERN RECOGNITION;

DIMENSIONALITY REDUCTION; DISCRETE CLASSIFICATION; QUANTIZATION COMPLEXITY; SUPERVISED LEARNING;

DATA REDUCTION;

EID: 15744372566     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (23)

1. S. D. Bay, "Nearest Neighbor Classification from Multiple Feature Subsets," Intelligent Data Analysis, vol. 34, no. 3, August 1999, pp. 191-209.
2. R. Bellman, Adaptive Control Processes: A Guided Tour, Princeton University Press, Princeton, 1961.
3. C. M. Bishop, Neural Networks for Pattern Recognition, Clarendon Press, Oxford, 1995.
4. B. Chandrasekaran, "Independence of Measurements and the Mean Recognition Accuracy," IEEE Transactions on Information Theory, vol. 17, July 1971, pp. 452-456.
5. R. A. Dempster, A. P. Laird, and S. G. Walker, "Maximum Likelihood from incomplete data via the EM algorithm (with discussion)," J. R. Statistical Society, B, 39, 1977, pp. 1-38.
6. H. Demuth and M. Beale, Neural Network Toolbox, The Math Works, Inc., Natick, MA, 1994.
7. R.P.W. Duin, "The Mean Recognition Performance for Independent Distributions," IEEE Transactions on Information Theory, vol. 24, no. 3, April 1978, pp. 394-395.
8. R.P.W. Duin, C.E. van Haersma Buma, and L. Roosma, "On the Evaluation of Independent Binary Features," IEEE Transactions on Information Theory, vol. 24, no. 2, March 1978, pp. 248-249.
9. K. Fukunaga, Statistical Pattern Recognition, Academic Press, Inc., Boston, 1990.
10. S. Haykin, Neural Networks: A Comprehensive Foundation, Second Edition, Prentice Hall, Inc., Upper Saddle River, NJ, 1999.
11. G.F. Hughes, "On the Mean Accuracy of Statistical Pattern Recognizers," IEEE Transactions on Information Theory, vol. 14, no. 1, January 1968, pp. 55-63.
12. A. Jain and D. Zongker, "Feature Selection: Evaluation, Application, and Small Sample Size Performance," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 19, no. 2, February 1997, pp. 153-158.
13. J. Kittler, "Feature Set Search Algorithms," Pattern Recognition and Signal Processing, C. H. Chen, ed., Sijthoff and Noordhoff, Alphen aan den Rijn, The Netherlands, 1978, pp. 41-60.
14. G.E. Kokolakis, "Bayesian Classification and Classification Performance for Independent Distributions," IEEE Transactions on Information Theory, vol. 27, no. 4, July 1981, pp. 500-502.
15. R. S. Lynch, Jr. and P. K. Willett, "Bayesian Classification and Feature Reduction Using Uniform Dirichlet Priors," IEEE Transactions on Systems, Man, and Cybernetics, vol. 33, no. 3, June 2003.
16. R. S. Lynch, Jr. and P. K. Willett, "Use of Bayesian data reduction for the fusion of legacy classifiers," Information Fusion Journal, vol. 4, March 2003.
17. R. S. Lynch, Jr. and P. K. Willett, "Bayesian Classification Results Using Data Containing Missing Class Labels," Proceedings of the Aerospace 2003 Conference, Big Sky, MT, March 2003.
18. R.S. Lynch, Jr., and P.K. Willett, "Performance Considerations for a Combined Information Classification Test Using Dirichlet Priors," IEEE Transactions on Signal Processing, vol. 47, no. 6, June 1999, pp. 1711-1715.
19. C. J. Merz and P. M. Murphy, "UCI Repository of Machine Learning Databases," Department of Information and Computer Sciences, University of California, Irvine, CA, 1996.
20. B. D. Ripley, Pattern Recognition and Neural Networks, Cambridge University Press, Cambridge, 1996.
21. J.M. Van Campenhout, "On the Peaking of the Hughes Mean Recognition Accuracy: The Resolution of an Apparent Paradox," IEEE Transactions on Systems, Man, and Cybernetics, vol. 8, no. 5, May 1978, pp. 390-395.
22. W.G. Waller and A.K. Jain, "On the Monotonicity of the Performance of Bayesian Classifiers," IEEE Transactions on Information Theory, vol. 24, no. 3, May 1978, pp. 392-394.
23. G. P. Zhang, "Neural Networks for Classification: A Survey," IEEE Transactions on Systems, Man, and Cybernetics, vol. 30, no. 4, November 2000, pp. 451-462.