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Semantic Search Engine using Joomla Framework with Modified tf-idf and TRApriori Algorithm
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 52 - Number 16 |
| Year of Publication: 2012 |
| Authors: Yogendra Kumar Jain, Payal Saxena, Rustam Singh Rajput |
10.5120/8286-1697
|
Yogendra Kumar Jain, Payal Saxena, Rustam Singh Rajput . Semantic Search Engine using Joomla Framework with Modified tf-idf and TRApriori Algorithm. International Journal of Computer Applications. 52, 16 ( August 2012), 17-23. DOI=10.5120/8286-1697
Abstract
As the amount of data available in a repository increases, content retrieval from the huge data stored in the repository becomes a tedious task. Though Content Management System helps us to manage the data, yet searching the relevant data is still a daunting task. For that, we need efficient Search Algorithms for maximizing the correlation between data required and data returned by semantic search engine. Many courseware repositories is an interface through which various students, teachers, etc can access on-line learning material, course contents, presentations, videos, lectures etc. in this paper we present a technique that automatically constructs ontology from the given courseware repositories. A search engine mechanism is developed that provide a semantic search capability based on a modified TF-IDF(term frequency inverse document frequency) weighting scheme and then determines the association among term through TRapriori algorithm. We evaluate our result with custom Google search engine.
References
- WebReferenchttp://ekalavya. it. iitb. ac. in/E ectiveTeaching Course. do DownloadDate : 21-jun-2011
- WebReferenchttp://www. joomla. org/download. html, here we download joolma framework exe.
- WebReferenchttp://download. cnet. com/XAMPP/3000-10248_4-10703782. html
- MIT,"Mitopencourseware-monthlyreports," accessed 16-February-2011. [Online]. Available: http://ocw. mit. edu/about/site-statistics/monthly-reports/
- NPTEL, "Nptel— project document," Department of Secondary and Higher Education, Ministry of Human ResourceDevelopment,GovernmentofIndia,NewDelhi. , July 2007.
- WebReferencehttp://en. wikipedia. org/wiki/Model view controller Accessed on 10 March 2011
- Thomas R. Gruber. Toward principles for the design of ontologies used for knowledge sharing. Int. J. Hum. -Comput. Stud. , 43:907928, December 1995
- Oscar Corcho, Mariano Fernndez-lopez, and AsunciOnGOmez-perez. Methodologies, tools and languages for building ontologies: Where is their meeting point. Data and Knowledge Engineering, 46:4164, 2003
- George Boole. An Investigation of the Laws of Thought on which are founded the Mathematical Theories of Logic and Probabilities. Macmillan and Co, London, 1854.
- Juan Ramos. Using tf-idf to determine word relevance in document queries. First International Conference on. Machine Learning, 2003.
- WebReferenchttp://www. download3k. com/Install-Ease-Pdf-to-Text-Extractor. html
- Web Referenchttp://ftp. findthatfile. com/search-2897383-fEXE/software-tools-download-catppt. exe. htm
- Web Referenchttp://ftp. findthatfile. com/search-774018-fEXE/software-tools-download-catdoc. exe. htm
- WebReferenchttp://www. download25. com/install/batch-xls-to-csv-converter. html
- Wikipedia, "Lucene— wikipedia, the free encyclopedia," 2011, [Online; accessed 24-march-2012]. [Online]. Available: http://apache. techartifact. com/mirror/lucene/java/3. 6. 0
- Web Referencehttp://www. google. com/cse/ , for searching keywords by custom google search engine.
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