Error estimation of the Gaussian ML classifier

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Abstract

We investigate the relationship between the classification error and the Bhattacharyya distance of two normally distributed classes and propose a new formula which provides a much better error estimation of the Gaussian ML classifier.

Original languageEnglish
Title of host publicationProceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997
Number of pages1
DOIs
Publication statusPublished - 1997 Dec 1
Event1997 IEEE International Symposium on Information Theory, ISIT 1997 - Ulm, Germany
Duration: 1997 Jun 291997 Jul 4

Publication series

NameIEEE International Symposium on Information Theory - Proceedings
ISSN (Print)2157-8095

Other

Other1997 IEEE International Symposium on Information Theory, ISIT 1997
CountryGermany
CityUlm
Period97/6/2997/7/4

Fingerprint

Error Estimation
Error analysis
Classifiers
Classifier
Class
Relationships

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Information Systems
  • Modelling and Simulation
  • Applied Mathematics

Cite this

Lee, C. (1997). Error estimation of the Gaussian ML classifier. In Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997 [613472] (IEEE International Symposium on Information Theory - Proceedings). https://doi.org/10.1109/ISIT.1997.613472
Lee, Chulhee. / Error estimation of the Gaussian ML classifier. Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997. 1997. (IEEE International Symposium on Information Theory - Proceedings).
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Lee, C 1997, Error estimation of the Gaussian ML classifier. in Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997., 613472, IEEE International Symposium on Information Theory - Proceedings, 1997 IEEE International Symposium on Information Theory, ISIT 1997, Ulm, Germany, 97/6/29. https://doi.org/10.1109/ISIT.1997.613472

Error estimation of the Gaussian ML classifier. / Lee, Chulhee.

Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997. 1997. 613472 (IEEE International Symposium on Information Theory - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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Lee C. Error estimation of the Gaussian ML classifier. In Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997. 1997. 613472. (IEEE International Symposium on Information Theory - Proceedings). https://doi.org/10.1109/ISIT.1997.613472