A comparison of MLP and ID3-derived approaches for ECG classification

Zheru Chi; Marwan Jabri

A comparison of MLP and ID3-derived approaches for ECG classification

Zheru Chi, Marwan Jabri

The Hong Kong Polytechnic University

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

Abstract

Summary form only given. A preprocessing technique was used to deal with time-shift invariance for an MLP (multilayer perceptron), and its classification performance was compared to that of C4 (an ID3-derived approach). The comparison is in terms of generalization capability and sensitivity to noise, and experimental results show a superior performance of MLP techniques for ECG (electrocardiographic) classification.

Original language	English
Title of host publication	Proceedings. IJCNN - International Joint Conference on Neural Networks
Publisher	Publ by IEEE
Pages	887
Number of pages	1
ISBN (Print)	0780301641
Publication status	Published - 1 Jan 1992
Event	International Joint Conference on Neural Networks - IJCNN-91-Seattle - Seattle, WA, United States Duration: 8 Jul 1991 → 12 Jul 1991

Conference

Conference	International Joint Conference on Neural Networks - IJCNN-91-Seattle
Country/Territory	United States
City	Seattle, WA
Period	8/07/91 → 12/07/91

ASJC Scopus subject areas

General Engineering

Cite this

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title = "A comparison of MLP and ID3-derived approaches for ECG classification",

abstract = "Summary form only given. A preprocessing technique was used to deal with time-shift invariance for an MLP (multilayer perceptron), and its classification performance was compared to that of C4 (an ID3-derived approach). The comparison is in terms of generalization capability and sensitivity to noise, and experimental results show a superior performance of MLP techniques for ECG (electrocardiographic) classification.",

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AB - Summary form only given. A preprocessing technique was used to deal with time-shift invariance for an MLP (multilayer perceptron), and its classification performance was compared to that of C4 (an ID3-derived approach). The comparison is in terms of generalization capability and sensitivity to noise, and experimental results show a superior performance of MLP techniques for ECG (electrocardiographic) classification.

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M3 - Conference article published in proceeding or book

SN - 0780301641

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BT - Proceedings. IJCNN - International Joint Conference on Neural Networks

PB - Publ by IEEE

T2 - International Joint Conference on Neural Networks - IJCNN-91-Seattle

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ER -

A comparison of MLP and ID3-derived approaches for ECG classification

Abstract

Conference

ASJC Scopus subject areas

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