Error estimation of the Gaussian ML classifier

Chulhee Lee

doi:10.1109/ISIT.1997.613472

Error estimation of the Gaussian ML classifier

Chulhee Lee

Department of Electrical and Electronic Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference 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 language	English
Title of host publication	Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997
Pages	535
Number of pages	1
DOIs	https://doi.org/10.1109/ISIT.1997.613472
Publication status	Published - 1997
Event	1997 IEEE International Symposium on Information Theory, ISIT 1997 - Ulm, Germany Duration: 1997 Jun 29 → 1997 Jul 4

Publication series

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

Other

Other	1997 IEEE International Symposium on Information Theory, ISIT 1997
Country/Territory	Germany
City	Ulm
Period	97/6/29 → 97/7/4

All Science Journal Classification (ASJC) codes

Theoretical Computer Science
Information Systems
Modelling and Simulation
Applied Mathematics

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10.1109/ISIT.1997.613472

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title = "Error estimation of the Gaussian ML classifier",

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.",

author = "Chulhee Lee",

year = "1997",

doi = "10.1109/ISIT.1997.613472",

language = "English",

isbn = "0780339568",

series = "IEEE International Symposium on Information Theory - Proceedings",

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AB - 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.

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UR - http://www.scopus.com/inward/citedby.url?scp=0030677390&partnerID=8YFLogxK

U2 - 10.1109/ISIT.1997.613472

DO - 10.1109/ISIT.1997.613472

M3 - Conference contribution

AN - SCOPUS:0030677390

SN - 0780339568

SN - 9780780339569

T3 - IEEE International Symposium on Information Theory - Proceedings

SP - 535

BT - Proceedings - 1997 IEEE International Symposium on Information Theory, ISIT 1997

T2 - 1997 IEEE International Symposium on Information Theory, ISIT 1997

Y2 - 29 June 1997 through 4 July 1997

ER -

Error estimation of the Gaussian ML classifier

Abstract

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All Science Journal Classification (ASJC) codes

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