UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 6 Issue 4
April-2019
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIRAU06100


Registration ID:
203034

Page Number

652-656

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Title

Rough Set Attribute Reduction with Support Vector Machine for Prediction of Heart Disease

Abstract

Analysis of health data helps the doctors in decision making. As the continuously addition of daily generated data, analysis becomes more complicated. Besides this it also requires more memory space and computation time. The analysis process made simple by normalizing huge data, i.e., removing the redundant and useless data for analysis. The Rough Set Attribute Reduction (RSAR) calculates reducts of full set attributes and generate minimal attributes set. This is given as input to the Support Vector Machine. The SVM can analyze diagnosis model of health data and predicts the class of data item, i.e., disease stage. The objective of this paper is to improve classification accuracy of the health data by combining RSAR and SVM.

Key Words

Medical data, Rough set, Attribute reduction, Support vector Machine, Classification, Heart disease

Cite This Article

"Rough Set Attribute Reduction with Support Vector Machine for Prediction of Heart Disease", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 4, page no.652-656, April-2019, Available :http://www.jetir.org/papers/JETIRAU06100.pdf

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2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Rough Set Attribute Reduction with Support Vector Machine for Prediction of Heart Disease", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 4, page no. pp652-656, April-2019, Available at : http://www.jetir.org/papers/JETIRAU06100.pdf

Publication Details

Published Paper ID: JETIRAU06100
Registration ID: 203034
Published In: Volume 6 | Issue 4 | Year April-2019
DOI (Digital Object Identifier):
Page No: 652-656
Country: -, -, - .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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