UGC Approved Journal no 63975(19)

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

Volume 10 Issue 5
May-2023
eISSN: 2349-5162

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

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Published Paper ID:
JETIRFX06004


Registration ID:
516887

Page Number

21-24

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Title

Machine Learning Based Keyword Extraction for Improved Text Analysis

Abstract

The objective of this project is to extract the most important words and expressions by using keyword extraction. Keyword extraction is very useful as it helps us to quickly find out the relevant text from a large amount of data. It is used in the computer science field basically in information retrieval and can be used in text summarization, indexing etc. The input taken will be text-based information in the form of a text file. There are various steps to extract relevant keywords which include pre-processing of data, filtering, POS tagging the data, removal of stop words, then scoring and ranking the information (keywordskey phrases) obtained from aforementioned steps based on text ranking model. Different parameters for the evaluation could be considered such as precision, entropy etc. Further literature of keyword extraction is being done in languages other than English, for instance Hindi. In addition, applications related to keywords are also discussed in this project.

Key Words

Keywords extraction, text summarization, pre-processing, filtering, POS tagging, stop words removal, scoring and ranking.

Cite This Article

"Machine Learning Based Keyword Extraction for Improved Text Analysis ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 5, page no.21-24, May-2023, Available :http://www.jetir.org/papers/JETIRFX06004.pdf

ISSN


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

"Machine Learning Based Keyword Extraction for Improved Text Analysis ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 5, page no. pp21-24, May-2023, Available at : http://www.jetir.org/papers/JETIRFX06004.pdf

Publication Details

Published Paper ID: JETIRFX06004
Registration ID: 516887
Published In: Volume 10 | Issue 5 | Year May-2023
DOI (Digital Object Identifier):
Page No: 21-24
Country: -, -, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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