UGC Approved Journal no 63975(19)

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

Volume 10 Issue 12
December-2023
eISSN: 2349-5162

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

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Published Paper ID:
JETIR2312631


Registration ID:
530705

Page Number

g222-g237

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Title

Text Classification using Ontology Graph Representation through Bag of Words

Abstract

Text classification is the process of automatically categorizing text documents into a set of predefined classes. Ontology deals with similar terms and relationship that can be used to describe and represent area of knowledge. In this work, we categorize text to a given ontology by using the Knowledge of the document, knowledge represented in the form of ontology for categorizing documents. We experimented the on 20 newsgroup mini dataset, 20 newsgroup large dataset and Reuters-21578 datasets. Support Vector Machine (SVM) classifier is used to classify the text documents and performance of the classifier is measured in terms of accuracy and f-measures.

Key Words

Text categorization, ontology, Support Vector Machine (SVM), knowledge representation, feature extraction

Cite This Article

"Text Classification using Ontology Graph Representation through Bag of Words", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 12, page no.g222-g237, December-2023, Available :http://www.jetir.org/papers/JETIR2312631.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

"Text Classification using Ontology Graph Representation through Bag of Words", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 12, page no. ppg222-g237, December-2023, Available at : http://www.jetir.org/papers/JETIR2312631.pdf

Publication Details

Published Paper ID: JETIR2312631
Registration ID: 530705
Published In: Volume 10 | Issue 12 | Year December-2023
DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.37321
Page No: g222-g237
Country: MYSORE, KARNTAKA, India .
Area: Science & Technology
ISSN Number: 2349-5162
Publisher: IJ Publication


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