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

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

Engineering(all)

Cite this

@inproceedings{5d5f60cbcbc54078bab9763fb3014c5e,

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.",

author = "Zheru Chi and Marwan Jabri",

year = "1992",

month = jan,

day = "1",

language = "English",

isbn = "0780301641",

pages = "887",

booktitle = "Proceedings. IJCNN - International Joint Conference on Neural Networks",

publisher = "Publ by IEEE",

note = "International Joint Conference on Neural Networks - IJCNN-91-Seattle ; Conference date: 08-07-1991 Through 12-07-1991",

}

TY - GEN

T1 - A comparison of MLP and ID3-derived approaches for ECG classification

AU - Chi, Zheru

AU - Jabri, Marwan

PY - 1992/1/1

Y1 - 1992/1/1

N2 - 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.

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.

UR - http://www.scopus.com/inward/record.url?scp=0026622374&partnerID=8YFLogxK

M3 - Conference article published in proceeding or book

SN - 0780301641

SP - 887

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

PB - Publ by IEEE

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

Y2 - 8 July 1991 through 12 July 1991

ER -

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

Abstract

Conference

ASJC Scopus subject areas

Other files and links

Fingerprint

Cite this