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Title: :  Text Categorisation using Semantic and Discriminative Selected Feature
PaperId: :  6226
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 6 2017
DUI:    16.0415/IJARIIE-6226
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Miss.Madhuri Bhaskarrao Bhusare2 Gokhale Education Society’s, R. H. Sapat College of Engineering, Management Studies and Research
Prof. Chandrakant Rambhau Barde.2 Gokhale Education Society’s, R. H. Sapat College of Engineering, Management Studies and Research

Abstract

Computer Engineering
Text categorization, Feature Selection, Kullback-Leibler Divergence, Relevance feature Divergence ,K-nearest neighbor, Jeffreys Multi Hypothesis Divergence.
Classification of data is very useful technique in data mining, but classification in massive amount of data, data takes much time for classification, which is a big issue. So reduce the features used for classification is an essential task for making time required by system. Previously organize set of classes and documents, automatically categories data based on feature matching. In proposed system find out patterns which increases speed as well as accuracy of text categorization in this digital era. For that selection best features is very important. It will improve performance text categorization and reduce the interpretation. For good organization here first use kullback-Leibler (KL) Divergence and Jefferys Divergence as binomial representation that matter type I and type II errors of Bayesian classifier. Then introduce a new a divergence measure called Jeffreys Multi Hypothesis (JMH) Divergence for multiclass classification. Develop two efficient method of feature selection first is maximum discrimination and second is maximum discrimination x2. Further to improvement the bias capacity develop feature selection algorithms by weighting each distinct feature. The promising results of extensive experiments demonstrate the effectiveness of the proposed approach.

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IJARIIE Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. "Text Categorisation using Semantic and Discriminative Selected Feature" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 6 2017 Page 1626-1632
MLA Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. "Text Categorisation using Semantic and Discriminative Selected Feature." International Journal Of Advance Research And Innovative Ideas In Education 3.6(2017) : 1626-1632.
APA Miss.Madhuri Bhaskarrao Bhusare, & Prof. Chandrakant Rambhau Barde.. (2017). Text Categorisation using Semantic and Discriminative Selected Feature. International Journal Of Advance Research And Innovative Ideas In Education, 3(6), 1626-1632.
Chicago Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. "Text Categorisation using Semantic and Discriminative Selected Feature." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 6 (2017) : 1626-1632.
Oxford Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. 'Text Categorisation using Semantic and Discriminative Selected Feature', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 6, 2017, p. 1626-1632. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/A_Semantic_and_Discriminative_Feature_Selection_Based_on_Context_for_Text_Categorization_Madhuri_Bhusare_Final_Paper_For_Publish.pdf (Accessed : 22 December 2017).
Harvard Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. (2017) 'Text Categorisation using Semantic and Discriminative Selected Feature', International Journal Of Advance Research And Innovative Ideas In Education, 3(6), pp. 1626-1632IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/A_Semantic_and_Discriminative_Feature_Selection_Based_on_Context_for_Text_Categorization_Madhuri_Bhusare_Final_Paper_For_Publish.pdf (Accessed : 22 December 2017)
IEEE Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde., "Text Categorisation using Semantic and Discriminative Selected Feature," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 6, pp. 1626-1632, Nov-Dec 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/A_Semantic_and_Discriminative_Feature_Selection_Based_on_Context_for_Text_Categorization_Madhuri_Bhusare_Final_Paper_For_Publish.pdf [Accessed : 22 December 2017].
Turabian Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. "Text Categorisation using Semantic and Discriminative Selected Feature." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 6 (22 December 2017).
Vancouver Miss.Madhuri Bhaskarrao Bhusare, and Prof. Chandrakant Rambhau Barde.. Text Categorisation using Semantic and Discriminative Selected Feature. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 22 December 2017]; 3(6) : 1626-1632. Available from: http://ijariie.com/AdminUploadPdf/A_Semantic_and_Discriminative_Feature_Selection_Based_on_Context_for_Text_Categorization_Madhuri_Bhusare_Final_Paper_For_Publish.pdf
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