Volume 4 Number 5 (Jul. 2009)
Home > Archive > 2009 > Volume 4 Number 5 (Jul. 2009) >
JSW 2009 Vol.4(5): 391-404 ISSN: 1796-217X
doi: 10.4304//jsw.4.5.391-404

A Semantic Approach for Document Clustering

Khaled B. Shaban
Department of Computer Science and Engineering, Qatar University, Doha, Qatar

Abstract—Conventional document mining systems mainly use the presence or absence of keywords to mine texts. However, simple word counting and frequency distributions of term appearances do not capture the meaning behind the words, which results in limiting the ability to mine the texts. In this paper, the application of a semantic understandingbased approach to mine documents is presented. The approach is based on semantic notions to represent text, and to measure similarity between text documents. The representation scheme reflects existing relations between concepts and facilitates accurate similarity measurements that result in better mining performance. A document mining process, namely semantic document clustering, is investigated and tackled in various ways. The proposed representation scheme along with the proposed similarity measure were implemented as vital components of a mining system. The approach has enabled more effective document clustering than what conventional techniques would provide. The experimental work is reported, and its results are presented and analyzed.

Index Terms—Document mining, semantic understanding, text representation, similarity measure, document clustering


Cite: Khaled B. Shaban, "A Semantic Approach for Document Clustering," Journal of Software vol. 4, no. 5, pp. 391-404, 2009.

General Information

ISSN: 1796-217X (Online)
Frequency:  Quarterly
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, CNKIGoogle Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
  • Apr 26, 2021 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Nov 18, 2021 News!

    Papers published in JSW Vol 16, No 1- Vol 16, No 6 have been indexed by DBLP   [Click]

  • Dec 24, 2021 News!

     Vol 15, No 1- Vol 15, No 6 has been indexed by IET-(Inspec)   [Click]

  • Nov 18, 2021 News!

    [CFP] 2022 the annual meeting of JSW Editorial Board, ICCSM 2022, will be held in Rome, Italy, July 21-23, 2022   [Click]

  • Nov 25, 2022 News!

    Vol 17, No 6 has been published with online version     [Click]