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Title: :  A Novel Approach for Keyword Extraction in learning objects using Text Mining
PaperId: :  2426
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 2 Issue 3 2016
DUI:    16.0415/IJARIIE-2426
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Akshita ThakkarKalol Institute of technology
Sandeep ChauhanKalol Institute of technology

Abstract

Text Mining
Keyword Extraction, Text Mining, TF-IDF, Decision Tree
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.

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IJARIIE 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 Volume 2 Issue 3 2016 Page 2578-2582
MLA 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 2.3(2016) : 2578-2582.
APA Akshita Thakkar, & Sandeep Chauhan. (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.
Chicago 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 2, no. 3 (2016) : 2578-2582.
Oxford 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, 2016, p. 2578-2582. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Novel_Approach_for_Keyword_Extraction_in_learning_objects_using_Text_Mining_ijariie2426.pdf (Accessed : ).
Harvard Akshita Thakkar, and Sandeep Chauhan. (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. 2578-2582IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Novel_Approach_for_Keyword_Extraction_in_learning_objects_using_Text_Mining_ijariie2426.pdf (Accessed : )
IEEE 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, May-Jun 2016. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Novel_Approach_for_Keyword_Extraction_in_learning_objects_using_Text_Mining_ijariie2426.pdf [Accessed : ].
Turabian 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 [Online]. volume 2 number 3 ().
Vancouver 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 [Internet]. 2016 [Cited : ]; 2(3) : 2578-2582. Available from: https://ijariie.com/AdminUploadPdf/A_Novel_Approach_for_Keyword_Extraction_in_learning_objects_using_Text_Mining_ijariie2426.pdf
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