Application of the Karhunen-Loéve Expansion to Feature Selection and Ordering

IEEE Transactions on Computers

Volumn C-19, Issue 4, 1970, Pages 311-318

  Fukunaga, Keinosuke ^a   Koontz, Warren L G ^a  

^a PURDUE UNIVERSITY   (United States)

Author keywords

Clustering; feature extraction; feature selection; Karhunen Loeve expansion; pattern recognition; unsupervised learning

Indexed keywords

EID: 84910828260     PISSN: 00189340     EISSN: None     Source Type: Journal    
DOI: 10.1109/T-C.1970.222918     Document Type: Article

References (11)

1. S. Watanabe, “Karhunen-Loève expansion and factor analysis,” Trans. 4th Prague Conf. on Information Theory, 1965.
2. S. Watanabe et al., “Evaluation and selection of variables in pattern recognition,” Computer and Information Sciences-II, J. T. Tou, Ed. New York: Academic Press, 1967, pp. 91–122.
3. Y. T. Chien and K. S. Fu, “On the generalized Karhunen- Loève Loève expansion,” IEEE Trans. Information Theory, vol. IT-13, 13, pp. 518–520, July 1967.
4. “Selection and ordering of feature observations in a pattern recognition system,” Information and Control, vol. 12, pp. 395–414, 1968.
5. H. L. Van Trees, Detection, Estimation and Modulation Theory. New York: Wiley, 1968.
6. I. Selin, Detection Theory. Princeton, N. J.: Princeton University Press, 1965.
7. T. T. Kadota and L. A. Shepp, “On the best set of linear observables servables for discriminating two Gaussian signals,” IEEE Trans. Information Theory, vol. IT-13, 278-284, April 1967.
8. S. Kullback, Information Theory and Statistics. New York: Wiley, 1959, 197-200.
9. K. Fukunaga and T. F. Krile, “Calculation of Bayes recognition error for two multivariate Gaussian distributions,” IEEE Trans. Computers, vol. C-18, pp. 220–229, March 1969.
10. J. T. Tou and R. P. Heyden, “Some approaches to optimum feature selection,” Computer and Information Sciences-II, J. T. Tou, Ed. New York: Academic Press, 1967, pp. 57–89.
11. T. Marill and D. M. Green, “On the effectiveness of receptors in recognition systems,” IEEE Trans. Information Theory, vol. IT-9, pp. 11–27, January 1963.