International Journal of Science and Research (IJSR)

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

ISSN: 2319-7064


Downloads: 119

M.Tech / M.E / PhD Thesis | Information Technology | Burma | Volume 8 Issue 1, January 2019


Comparison of Keyword-based and Semantic-based Web Page Clustering Systems

Ei Ei Moe, Hnin Hnin Htun


Abstract: Today, web page clustering is useful for many applications such as categorization, cleaning, schema detection and automatic extractions. Web page clustering is classified into different categories that are hierarchical and flat clustering, online and offline clustering, soft and hard clustering, and document-based and keywords-based clustering. Among them, keyword-based web page clustering uses the single words or compounds words occurring in the web page set as the features for clustering. In this situation, these words cant precisely represent the content of the web page because the synonyms and polysemous of the word can lead the ambiguity problems. Semantic analysis is useful to solve this ambiguity problem. So, this system proposes both keyword-based and semantic-based web page clustering system, and then compares the performance between them. In the semantic analysis, words in each web page are first mapped to word senses by using supervised based word sense disambiguation method. Then, semantic-based web page clustering system uses both keywords and semantic features for clustering. After performing each cluster process, this system points out the semantic-based web page clustering system is more precise and effective than the keyword-based clustering system.


Keywords: Semantic, Word Sense Disambiguation, Clustering


Edition: Volume 8 Issue 1, January 2019,


Pages: 1511 - 1516


How to Cite this Article?

Ei Ei Moe, Hnin Hnin Htun, "Comparison of Keyword-based and Semantic-based Web Page Clustering Systems", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=ART20194450, Volume 8 Issue 1, January 2019, 1511 - 1516

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Semantic'

Downloads: 118

M.Tech / M.E / PhD Thesis, Information Technology, India, Volume 5 Issue 7, July 2016

Pages: 1593 - 1596

Information Retrieval Using Semantic Distance between WordNet

Rahul Shirbhate, Vishal Mogal

Share this Article

Downloads: 120

Research Paper, Information Technology, Burma, Volume 7 Issue 12, December 2018

Pages: 1436 - 1441

Performance Comparison between Keyword-based and WQCA-based Information Retrieval System

Naw Thiri Wai Khin, Nyo Nyo Yee

Share this Article

Similar Articles with Keyword 'Clustering'

Downloads: 102

Research Paper, Information Technology, India, Volume 5 Issue 7, July 2016

Pages: 1920 - 1924

Improving Stability, Smoothing and Diversifying of Recommender Systems

Sagar Sontakke, Pratibha Chavan

Share this Article

Downloads: 103

Survey Paper, Information Technology, India, Volume 6 Issue 3, March 2017

Pages: 1403 - 1405

Inverse Problem with Solution Using Data Mining

Ashmikumari Shah, Pooja Jardosh

Share this Article
Top