Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset
Abstract & Details
Research Area
Data mining
Keywords
Keyword Extraction
Information Retrieval
Automatic Indexation
Semantic Web
Ontology Learning Recommendation System
E-Learning.
Abstract
In current information technology era with the growing use of various online educational resources such e-Learning platforms, learning portals, learning object repositories etc. it is necessity to define some approach which works on indexing for this educational resources which can facilitate in the task of knowledge discovery by performing efficient and accurate searching and retrieving operation on this learning resources. Traditional approach use on TF-IDF(term frequency-inverse document frequency) based automatic indexing which works on bag of word model and result in high dimensionality search space To solve this problem we proposed ontology based indexing approach which use OF-IDF (ontology frequency-inverse document frequency) and overcome the shortcoming of traditional indexing approach which is based on TF-IDF. We also develop recommendation engine which recommend the indexing article based on computer programming domain related ontology.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Shardul M Upadhyaya | L.J. Institute of Engineering and Technology |
| 2 | Dr. Shyamal Tanna | L.J. Institute of Engineering and Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Upadhyaya, Shardul M & Tanna, Dr. Shyamal (2016). Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset. International Journal of Advance Research and Innovative Ideas In Education, 2(3), 2392-2397.
MLA Style
Upadhyaya, Shardul M, and Dr. Shyamal Tanna. "Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset." International Journal of Advance Research and Innovative Ideas In Education, vol. 2, no. 3, 2016, pp. 2392-2397.
IEEE Style
Shardul M Upadhyaya and Dr. Shyamal Tanna, "Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset," International Journal of Advance Research and Innovative Ideas In Education, vol. 2, no. 3, pp. 2392-2397, 2016.
Vancouver Style
Upadhyaya Shardul M, Tanna Dr. Shyamal. Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset. International Journal of Advance Research and Innovative Ideas In Education. 2016;2(3):2392-2397.
Harvard Style
Upadhyaya, Shardul M & Tanna, Dr. Shyamal (2016) 'Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset', International Journal of Advance Research and Innovative Ideas In Education, 2(3), pp. 2392-2397.
Chicago Style
Upadhyaya, Shardul M and Dr. Shyamal Tanna. "Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset." International Journal of Advance Research and Innovative Ideas In Education 2, no. 3 (2016): 2392-2397.
Turabian Style
Upadhyaya, Shardul M and Dr. Shyamal Tanna. "Hadoop Based Effective Metadata Indexing for the Improvement of Information Retrieval From E-Learning Asset." International Journal of Advance Research and Innovative Ideas In Education 2, no. 3 (2016): 2392-2397.
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