International Journal of Education and Management Engineering(IJEME)
ISSN: 2305-3623 (Print), ISSN: 2305-8463 (Online)
Published By: MECS Press
IJEME Vol.8, No.5, Sep. 2018
An Efficient Approach for Web Mining using Semantic Web
Full Text (PDF, 475KB), PP.31-39
The volume of data on the Web is increasing rapidly. The rapidly increased data in Web have brought an urgent need to develop a method to organize that data. At the same time, the level of user expectation of getting précised data is increased highly. Hence, it is tough to satisfy the user satisfaction through the existing system. In this paper, we proposed a model to organize the large volume of data over the Web and retrieve the more relevant data to the user. As an implementation of the proposed model, we built two demo search engine (one for RDF based semantic searching and another for existing searching). We use two different sets of data for testing. For every set of data, the RDF based searching returns more précised data than existing searching. The efficiency of the proposed model is better than the existing searching strategies. In the proposed model, we considered both traditional web and RDF based ontology library to organize the data effectively.
Cite This Paper
Md. Motiur Rahman, Ferdusee Akter,"An Efficient Approach for Web Mining using Semantic Web", International Journal of Education and Management Engineering(IJEME), Vol.8, No.5, pp.31-39, 2018.DOI: 10.5815/ijeme.2018.05.04
Gopalchari M V, Sammulal P. “A Survey on Semantic Web and Knowledge Processing” International Journal of Innovative Research in Computer and Communication Engineering, 2013, Vol. 1, Issue 2.
Aghaei S, Nematbakhsh M A, Farsani H K. “Evolution of the World Wide Web: From Web 1.0 to Web 4.0” International Journal of Web & Semantic Technology (IJWesT), 2012, Vol.3, No.1.
Kaur N, Aggarwal H, “Evaluation of Information Retrieval Based Ontology Development Editors for Semantic Web” I.J. Modern Education and Computer Science, 2017, 7, 63-73.
Kabir S, Ripon S, Rahman M. and Rahman T. “Knowledge-Based Data Mining Using Semanic Web,” International Conferrence on Applied Computing, Computer Science, and Computer Engineering, 2013.
Calbimonte J P, Jeung H, Corcho O, Aberer K. “Enabling Query Technologies for the Semantic Sensor Web” International Journal on Semantic Web and Information Systems, 2012, 8(1), 43-63.
Hepp M. “Semantic Web and Semantic Web Services: Father and Son or Indivisible Twins” IEEE Internet Computing, 2006, vol. 10, no.2, pp. 85-88.
Galib S M. et al., “Clustered and Smarter Web mining using Semantic Web,” International Conference on Computer and Information Technology 2015.
Rettinger A, et al. “Mining the Semantic Web Statistical learning for next generation knowledge bases” Data Mining Knowledge Disc (2012) 24:613–662 DOI 10.1007/s10618-012- 0253-2.9
Berners-Lee T. “Weaving the Web: The Original Design and Ultimate Destiny of the World Wide Web by Its Inventor” 1999, Harper San Francisco.
Yong-gui W, Zhen J. “Research on semantic Web mining” 2010 International Conference on Computer Design and Applications (ICCDA) , 2010, vol. 1, pp.67-70.
Segaran, Toby, Evans, et al. “Programming the Semantic Web” O’Reilly Media, Inc., 1005 Gravenstein Highway North, Sebastopol, CA 95472. p. 84. ISBN 978-0-596-15381-6.
Chakravarthy A. “Mining the semantic web” In: Paper Proceedings of the First AKT Doctoral Colloquium (2005).
DENNAI A, BENSLIMANE S M, “Semantic Indexing of Web Documents Based on Domain Ontology” I.J. Information Technology and Computer Science, 2015, 02, 1-11.
Singh R, Sharma S A. “Semantic Web and application in ERP” International Journal of Emerging Trends & Technology in Computer Science (IJETTCS), 2013, Volume 2, Issue 1.
Sharma K, Shrivastava G and Kumar V, “Web Mining: Today and Tomorrow,” in proceedings of the IEEE 3rd International Conference on Electronics Computer Technology, 2011.
Bhatia C S and Jain S, “Semantic Web Mining: Using Ontology Learning and Grammatical Rule Interface Technique,” in IEEE 3rd International Conference on Electronics Computer Technology, 2011.
Meirong T and Xuedong C, “Application of Agent Based Web Mining in E-business,” in IEEE Second International Conference on Intelligent Human-Machine Systems and Cybernetics, 2010, pp. 192-195.
DENNAI A, BENSLIMANE S M, “A New Measure of the Calculation of Semantic” I.J. Information Technology and Computer Science, 2015, 07, 48-56.