Improving Committee Diagnosis with Resampling Techniques

Bambang Parmanto; Paul W. Munro; Howard R. Doyle

Improving Committee Diagnosis with Resampling Techniques

Bambang Parmanto, Paul W. Munro, Howard R. Doyle

Research output: Contribution to conference › Paper › peer-review

Abstract

Central to the performance improvement of a committee relative to individual networks is the error correlation between networks in the committee. We investigated methods of achieving error independence between the networks by training the networks with different resampling sets from the original training set. The methods were tested on the sinwave artificial task and the real-world problems of hepatoma (liver cancer) and breast cancer diagnoses.

Original language	English (US)
Pages	882-888
Number of pages	7
State	Published - 1995
Externally published	Yes
Event	8th International Conference on Neural Information Processing Systems, NIPS 1995 - Denver, United States Duration: Nov 27 1995 → Dec 2 1995

Conference

Conference	8th International Conference on Neural Information Processing Systems, NIPS 1995
Country/Territory	United States
City	Denver
Period	11/27/95 → 12/2/95

ASJC Scopus subject areas

Information Systems
Computer Networks and Communications
Signal Processing

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Cite this

@conference{32dbd13e7c0543e0bdf9bd195dd01970,

title = "Improving Committee Diagnosis with Resampling Techniques",

abstract = "Central to the performance improvement of a committee relative to individual networks is the error correlation between networks in the committee. We investigated methods of achieving error independence between the networks by training the networks with different resampling sets from the original training set. The methods were tested on the sinwave artificial task and the real-world problems of hepatoma (liver cancer) and breast cancer diagnoses.",

author = "Bambang Parmanto and Munro, {Paul W.} and Doyle, {Howard R.}",

note = "Publisher Copyright: {\textcopyright} NIPS 1995: Proceedings of the 8th International Conference on Neural Information Processing Systems. All rights reserved.; 8th International Conference on Neural Information Processing Systems, NIPS 1995 ; Conference date: 27-11-1995 Through 02-12-1995",

year = "1995",

language = "English (US)",

pages = "882--888",

}

TY - CONF

T1 - Improving Committee Diagnosis with Resampling Techniques

AU - Parmanto, Bambang

AU - Munro, Paul W.

AU - Doyle, Howard R.

PY - 1995

Y1 - 1995

N2 - Central to the performance improvement of a committee relative to individual networks is the error correlation between networks in the committee. We investigated methods of achieving error independence between the networks by training the networks with different resampling sets from the original training set. The methods were tested on the sinwave artificial task and the real-world problems of hepatoma (liver cancer) and breast cancer diagnoses.

AB - Central to the performance improvement of a committee relative to individual networks is the error correlation between networks in the committee. We investigated methods of achieving error independence between the networks by training the networks with different resampling sets from the original training set. The methods were tested on the sinwave artificial task and the real-world problems of hepatoma (liver cancer) and breast cancer diagnoses.

UR - http://www.scopus.com/inward/record.url?scp=85156199954&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85156199954&partnerID=8YFLogxK

M3 - Paper

AN - SCOPUS:85156199954

SP - 882

EP - 888

T2 - 8th International Conference on Neural Information Processing Systems, NIPS 1995

Y2 - 27 November 1995 through 2 December 1995

ER -

Improving Committee Diagnosis with Resampling Techniques

Abstract

Conference

ASJC Scopus subject areas

UN SDGs

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