Estimation of Classification Error

IEEE Transactions on Computers

Volumn C-20, Issue 12, 1971, Pages 1521-1527

  Keinosuke, Fukunaga ^a   Kessell, David L ^b  

^a PURDUE UNIVERSITY   (United States)

^b LUCENT TECHNOLOGIES   (United States)

Author keywords

Bayes classifler; estimation; flnite number of samples; pattern recognition; probability of error

Indexed keywords

PATTERN RECOGNITION SYSTEMS;

EID: 0015202473     PISSN: 00189340     EISSN: None     Source Type: Journal    
DOI: 10.1109/T-C.1971.223165     Document Type: Article

References (9)

1. [1] M. Hills, “Allocation rules and their error rates,” J. Stat. Royal Soc., series B, vol. 28, pp. 1–31, 1966.
2. W. H. Highleyman, “The design and analysis of pattern recognition experiments,” Bell Syst.Tech. J., vol. 41, pp. 723-744, Mar. 1962.
3. L. Kanal and B. Chandrasekaran, “On dimensionality and sample size in statistical pattern classification,” in Proc. Nat. Electronics Conf., vol. 24, 1968, pp. 2–7.
4. P. A. Lachenbruch and R. M. Mickey, “Estimation of error rates in discriminant analysis,” Technometrics, vol. 10, no. 1, pp. 1–11, 1968.
5. T. Marill and D. M. Green, “On the effectiveness of receptors in recognition systems,” IEEE Trans. Inform. Theory, vol. IT-19, pp. 11–17, Jan. 1963.
6. E. Parzen, “An estimation of a probability density function and mode,” Ann. Inst. Statist. Math., vol. 33, pp. 1065–1076, 1962.
7. R. P. Heydorn, “An upper bound estimate on classification error,” IEEE Trans. Inform. Theory (Corresp.), vol. IT-14, pp. 783–784, Sept. 1968.
8. T. Cacoullos, “Estimation of a multivariate density,” Ann. Inst. Statist. Math., vol. 18, pp. 179–189, 1966.
9. K. Fukunaga and T. F. Krile, “Calculation of Bayes’ recognition error for two multivariate Gaussian distributions,” IEEE Trans. Comput., vol. C-18, pp. 220–229, Mar. 1969.