A Novel Approach for Keyword Extraction in learning objects using Text Mining
Abstract & Details
Research Area
Text Mining
Keywords
Keyword Extraction
Text Mining
TF-IDF
Decision Tree
Abstract
This paper address the problem of extracting learning objects or keywords from bunch of Documents ,with the goal of use this objects for various purpose like Resume filtering ,Email filtering ,content classification etc. Keyword extraction, concept finding are in learning objects is very important subject in today’s eLearning environment. Keywords are subset of words that contains the useful information about the content of the document. Keyword extraction is a process that is used to get the important keywords from documents. In this proposed System I Calculate the TF-IDF of each word, then Decision tree algorithm is used for feature selection process using wordnet dictionary. WordNet is a lexical database of English which is used to find similarity from the candidate words. The words having highest similarity are taken as keywords.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Akshita Thakkar | Kalol Institute of technology |
| 2 | Sandeep Chauhan | Kalol Institute of technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Thakkar, Akshita & Chauhan, Sandeep (2016). A Novel Approach for Keyword Extraction in learning objects using Text Mining. International Journal of Advance Research and Innovative Ideas In Education, 2(3), 2578-2582.
MLA Style
Thakkar, Akshita, and Sandeep Chauhan. "A Novel Approach for Keyword Extraction in learning objects using Text Mining." International Journal of Advance Research and Innovative Ideas In Education, vol. 2, no. 3, 2016, pp. 2578-2582.
IEEE Style
Akshita Thakkar and Sandeep Chauhan, "A Novel Approach for Keyword Extraction in learning objects using Text Mining," International Journal of Advance Research and Innovative Ideas In Education, vol. 2, no. 3, pp. 2578-2582, 2016.
Vancouver Style
Thakkar Akshita, Chauhan Sandeep. A Novel Approach for Keyword Extraction in learning objects using Text Mining. International Journal of Advance Research and Innovative Ideas In Education. 2016;2(3):2578-2582.
Harvard Style
Thakkar, Akshita & Chauhan, Sandeep (2016) 'A Novel Approach for Keyword Extraction in learning objects using Text Mining', International Journal of Advance Research and Innovative Ideas In Education, 2(3), pp. 2578-2582.
Chicago Style
Thakkar, Akshita and Sandeep Chauhan. "A Novel Approach for Keyword Extraction in learning objects using Text Mining." International Journal of Advance Research and Innovative Ideas In Education 2, no. 3 (2016): 2578-2582.
Turabian Style
Thakkar, Akshita and Sandeep Chauhan. "A Novel Approach for Keyword Extraction in learning objects using Text Mining." International Journal of Advance Research and Innovative Ideas In Education 2, no. 3 (2016): 2578-2582.
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