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A Study on Web Ontologies-Based Reengineering Software for Cloud Computing Using Probabilistic Topic Models

R. Rathika, M. Ambika

Abstract


Customer Relationship Management, is an area where cloud computing can really shine. Applications for CRM can help a business organize and track its contacts with customers. Thus knowledge discovery and management plays vital role in these area. In this article we propose a new approach for automatic learning of terminological ontologies from text corpus based on probabilistic topic models .In our approach topic models are used as efficient dimension reduction techniques, which are able to capture semantic relationships between word-topic and topic-document interpreted in terms of probability distributions. This article proposed a method to create and handle ontology object model. The work has also involve testing the performance of the proposed algorithm. Thus compared to manual approaches, the automated building of ontology has the advantages of fast development, cost effectiveness, and being resistant to obsolescence.

Keywords


Cloud Computing, Web Ontology, Ontology Generation, Probabilistic Topic Models, CRM.

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References


"Hibernate ORM Framework":https://www.hibernate.org/.

"ATL Model Transformation": http://www.eclipse.org/m2m/atl/.

"Topcased": http://www.topcased.org/.

"DataGenie":http://protege.cim3.net/cgi-bin/wiki.pl?DataGenie.

"DataMaster":http://protegewiki.stanford.edu/index.php/DataMaster.

"Plazma Business Solutions": http://plazma.sourceforge.net.

G. Canfora, A. R. Fasolino, G. Frattolillo and P. Tramontana,"Migrating Interactive Legacy Systems to Web Services", 10th European Conference on Software Maintenance and Reengineering(CSMR'06), Bari, Italy, Mar. 2006, pp. 24-36.

F. Chen, H. Zhou, J. Li, R. Liu, H. Yang, H. Li, H. Guo and Y. Wang,"An Ontology-based Approach to Portable Embedded System Development", 21st International Conference on Software Engineering and Knowledge Engineering (SEKE 2009), Boston, USA,Jul. 2009, pp. 569-574.

L. Mei, W. K. Chan and T. H. Tse, "A Tale of Clouds: Paradigm Comparisons and Some Thoughts on Research Issues", IEEE Asia-Pacific Services Computing Conference (APSCC'08), Yilan, Taiwan,Dec. 2008, pp. 464-469.

H. M. Sneed, "Encapsulation of Legacy Software: A Technique for Reusing Legacy Software Components", Annals of Software Engineering, vol. 9, pp. 293-313, 2000.

Stanford, "Protégé Programming Development Kit (PDK)":http://protege.stanford.edu/doc/dev.html.

M. Uschold and M. Gruninger, "Ontologies: Principles, Methods and Applications", Knowledge Engineering Review, vol. 11, pp. 93--136,1996.

H. Yang, Z. Cui and P. O'Brien, "Extracting Ontologies from Legacy Systems for Understanding and Re-Engineering", 23rd Annual International Computer Software and Applications Conference (COMPSAC'99), Phoenix, AZ, Oct. 1999, pp. 21-26.

Z. Zhang and H. Yang, "Incubating Services in Legacy Systems for Architectural Migration", 11th Asia-Pacific Software Engineering Conference (APSEC'04), Busan, Korea, Nov. 2004, pp. 196 - 203.

H. Zhou, F. Chen and H. Yang, "Developing Application Specific Ontology for Program Comprehension by Combining Domain Ontology with Code Ontology", 8th International Conference on Quality Software (QSIC'08), Oxford, UK, Aug. 2008, pp. 225-234.


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