A SEMANTIC MODEL FOR WEB SEARCH AND DATA MATCHING USING LDA

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Published: Aug 28, 2017
DOI: https://doi.org/10.26483/ijarcs.v8i7.4471
Keywords:
Semantics, Automatic Discovery, Service Categorization,

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Prachi Jayant Mhatre
MGM's College of Engineering and Technology, Mumbai University
Vilas Jadhav
MGM's College of Engineering and Tecnology, Mumbai University

Abstract

An abstract architecture for semantic web services is requisite to present a conceptual model to assist in the principled design and implementation of semantic web service applications. The architectural structure we portray stands on the shoulders of two promising technical conceptions: Web Services and the Semantic Web. Automatic discovery is acknowledged as a key task and semantic description is the foundation for automatic service discovery. We portray a novel approach for automatic discovery of semantic Web services which utilize LDA to match a user request, articulated in service discovery language, with a semantic Web service description. Our approach to semantic based web service discovery entails semantic-based service categorization and semantic enhancement of the service request. We intend a solution for accomplishing functional level service categorization based on an ontology framework. Furthermore, we exploit clustering for precisely categorizing the web services based on service functionality.

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Vol. 8 No. 7 (2017): July-August 2017
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Author Biographies

Prachi Jayant Mhatre, MGM's College of Engineering and Technology, Mumbai University

Student, Computer Department

Vilas Jadhav, MGM's College of Engineering and Tecnology, Mumbai University

Professor, Computer Department

References

Linda I. Terlouw and Antonia Albani, “An Enterprise Ontology-Base Approach to Service Specification,†IEEE Transactions on Services Computing, Vol. 6, No. 1, January-March 2013, pp. 89-101.

K. Tamilarasi and Dr. M. Ramakrishnan, “Indexing Traditional UDDI for Efficient Discovery of Web Services,†in Indian Journal of Computer Science and Engineering (IJCSE), Vol. 6, No.1, Feb-Mar 2015, pp. 14-20.

Wenge Rong and Kecheng Liu, “A Survey of Context Aware Web Service Discovery: From User’s Perspective,†in Fifth IEEE International Symposium on Service Oriented System Engineering (SOSE), June 2010, pp.15-22.

Seemal Asif and Philip Webb, “Software System Integration – Middleware – An Overview,†in International Journal of Computer Applications, Volume 121, No. 5, July 2015, pp. 27-29.

Nicoleta Preda, Fabian Suchanek, Wenjun Yuan and Gerhard Weikum, “SUSIE: Search Using Services and Information Extraction,†IEEE Transactions on Knowledge and Data Engineering Year 2013.

Anthony Zukas and Robert J. Price, “Document Categorization Using Latent Semantic Indexing,†2013.

Priyadharshini.G, Gunasri.R and Saravana Balaji.B, “A Survey on Semantic Web Service Discovery Methods,†in International Journal of Computer Applictions, Volume 82, No. 11, November 2013, pp. 8-11.

Mourougaradjane Puthupattan and Dinadayalan Peruma, “A Comparitive Study on Semantic Web Service Discovery Approaches,†(IJCSIT) International Journal of Computer Science and Information Technologies, Vol. 6 (2), 2015, pp.1584-1587.

Sheila A. McIlraith, David L. Martin, “Bringing Semantics to Web Services,†in Intelligent Systems, IEEE, Volume: 18, Issue: 1, 2003, pp.90-93.

Aabhas V. Paliwal, Basit Shafiq, Jaideep Vaidya, Hui Xiong and Nabil Adam, “Semantic-Based Automated Service Discovery,†IEEE Transactions on Services Computing, Vol. 5, No. 2, April-June 2012, pp. 260-275.

M. Suchithra and M. Ramakrishnan, “A Survey on Different Web Service Discovery Techniques,†in Indian Journal of Science and Technology, Vol 8(15), July 2015, pp. 1-5.

M. Deepa Lakshmi and Dr. Julia Punitha Malar Dhas, “An User-Friendly and Improved Semantic-Based Web Service Discovery Approach Using Natural Language Processing Techniques,†in International Journal of Innovative Research in Computer and Communication Engineering, Vol. 1, Issue 10, December 2013, pp. 2435-2442.

Arunachalam, R. Swarnalakshmi, R. Sangeetha and B. Pradheepa, “An Ontology-Based Service Discovery Framework For An Enterprise,†International Journal of Computer Science and Mobile Applications, Vol.1 Issue. 5, November- 2013, pp.65-75.

Alexander Ihler and David Newman, “Understanding Errors in Approximate Distributed Latent Dirichlet Allocation,†IEEE Transactions on Knowledge & Data Engineering, Vol. 24, Issue no. 5, May 2012, pp. 952-960.

Anima Anandkumar, Dean P. Foster, Daniel Hsu, Sham M. Kakade and Yi-Kai Liu, “A Spectral Algorithm for Latent Dirichlet Allocation,†Volume 72, Issue 1, May 2015, pp. 193-214.

Quan Wang, Jun Xu, Hang Li and Nick Craswell, “Regularized Latent Semantic Indexing,†SIGIR '11 Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval, July 2011, pp. 685-694.

Mehmet Yalcinkaya and Vishal Singh, “Patterns and trends in Building Information Modeling (BIM) research: A Latent Semantic Analysis,†in Automation in Construction, September 2015, pp. 68-80.

A.V. Paliwal, N. Adam, and C. Bornhoevd, â€Adding Semantics through Service Request Expansion and Latent Semantic Indexing,†in IEEE International Conference on Services Computing, July 2007, pp.106 – 113.

Soodeh Pakari, Esmaeel Kheirkhah and Mehrdad Jalali, “Web Service Discovery Methods and Techniques: A Review,†International Journal of Computer Science, Engineering and Information Technology (IJCSEIT), Vol. 4, No.1, February 2014.

Abhishek Pandey and S.K.Jena, “Dynamic Approach for Web Services Selection,†Proceedings of the International MultiConference of Engineers and Computer Scientists (IMECS), Vol I, March 2009.