International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064


Downloads: 101

Research Paper | Computer Science & Engineering | Egypt | Volume 3 Issue 11, November 2014


Keyword Extraction using Clustering and Semantic Analysis

Dr. Mohamed H. Haggag, Dr.Amal Abutabl, Ahmed Basil


Abstract: Keywords are list of significant words or terms that best present the document context in brief and relate to the textual context. Extraction models are categorized into either statistical, linguistic, machine learning or a combination of these approaches. This paper introduces a model for extracting keywords by making words pairs and clustering these pairs based on the Semantic similarity that will be provided by using lesk algorithm and (WordNet), a lexical database for the English language. The model also used a statistical method to ensure clusters cohesion and provide more reliable result, because the final keywords will be selected from these clusters. This paper also show three other basic approaches to extract keywords, these approaches will be used to measure the efficient of the main approach. The proposed model showed enhanced over the three other approaches in both precision and recall.


Keywords: extraction, semantic analysis, wordnet


Edition: Volume 3 Issue 11, November 2014,


Pages: 1128 - 1132


How to Cite this Article?

Dr. Mohamed H. Haggag, Dr.Amal Abutabl, Ahmed Basil, "Keyword Extraction using Clustering and Semantic Analysis", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=OCT141022, Volume 3 Issue 11, November 2014, 1128 - 1132

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'extraction'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Downloads: 4 | Monthly Hits: ⮙2

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 863 - 865

Detection of Malicious URLs using Classification Algorithm

Muskan V. Jaiswal, Dr. Anjali B. Raut

Share this Article

Similar Articles with Keyword 'semantic analysis'

Downloads: 110

Research Paper, Computer Science & Engineering, Lebanon, Volume 7 Issue 4, April 2018

Pages: 1656 - 1660

Automatic Identification of Arabic Expressions Related to Future Events in Lebanon's Economy

Moustafa Al-Hajj, Amani Sabra

Share this Article

Downloads: 111

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 2365 - 2367

A Survey on Event Recognition and Summarization in Football Videos

Dhanuja S Patil, Waykar S.B

Share this Article

Similar Articles with Keyword 'wordnet'

Downloads: 110

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2791 - 2796

Design and Implementation of Association Rules Based System for Evaluating WSD

Samit Kumar, Dr. S. Niranjan

Share this Article

Downloads: 115

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2054 - 2061

An Optimized Combinatorial Approach of Learning Algorithm for Word Sense Disambiguation

Neetu Sharma, S. Niranjan

Share this Article
Top