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Title: :  Novel Approach for Classification On Imbalanced Dataset
PaperId: :  2404
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-2404
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Amee RajanKalol Institute Of Technology & Research centre
Chetna ChandKalol Institute Of Technology & Research centre

Abstract

Computer Engineering
Imbalanced Data, undersampling, oversampling, cost-sensitive approach , algorithm level approach , HC-knn
Real world application suffers from imbalanced dataset. There have been many attempts at dealing with classification of imbalanced data sets. Classification of imbalanced dataset is an evoloving trend in research area of data mining. we can categorise classification methods in three categories as data-level approach ,algorithm level approach and cost sensitive approach.Data level approach mainly synthesize or remove instances to force the sizes of each class comparable, which may change the inherent data structure or introduces noise to the source data . In this paper we have studied algorithm level approach Hybrid Coupled K Nearest Neioghbours and have work on improving its performance .Results show that our proposed method weighted HC-Knn gives better performance compared to HC-knn.

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IJARIIE Amee Rajan, and Chetna Chand. "Novel Approach for Classification On Imbalanced Dataset" International Journal Of Advance Research And Innovative Ideas In Education Volume 2 Issue 3 2016 Page 2403-2509
MLA Amee Rajan, and Chetna Chand. "Novel Approach for Classification On Imbalanced Dataset." International Journal Of Advance Research And Innovative Ideas In Education 2.3(2016) : 2403-2509.
APA Amee Rajan, & Chetna Chand. (2016). Novel Approach for Classification On Imbalanced Dataset. International Journal Of Advance Research And Innovative Ideas In Education, 2(3), 2403-2509.
Chicago Amee Rajan, and Chetna Chand. "Novel Approach for Classification On Imbalanced Dataset." International Journal Of Advance Research And Innovative Ideas In Education 2, no. 3 (2016) : 2403-2509.
Oxford Amee Rajan, and Chetna Chand. 'Novel Approach for Classification On Imbalanced Dataset', International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 3, 2016, p. 2403-2509. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Novel_Approach_for_Classification_On_Imbalanced_Dataset_ijariie2404.pdf (Accessed : 27 May 2016).
Harvard Amee Rajan, and Chetna Chand. (2016) 'Novel Approach for Classification On Imbalanced Dataset', International Journal Of Advance Research And Innovative Ideas In Education, 2(3), pp. 2403-2509IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Novel_Approach_for_Classification_On_Imbalanced_Dataset_ijariie2404.pdf (Accessed : 27 May 2016)
IEEE Amee Rajan, and Chetna Chand, "Novel Approach for Classification On Imbalanced Dataset," International Journal Of Advance Research And Innovative Ideas In Education, vol. 2, no. 3, pp. 2403-2509, May-Jun 2016. [Online]. Available: https://ijariie.com/AdminUploadPdf/Novel_Approach_for_Classification_On_Imbalanced_Dataset_ijariie2404.pdf [Accessed : 27 May 2016].
Turabian Amee Rajan, and Chetna Chand. "Novel Approach for Classification On Imbalanced Dataset." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 2 number 3 (27 May 2016).
Vancouver Amee Rajan, and Chetna Chand. Novel Approach for Classification On Imbalanced Dataset. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2016 [Cited : 27 May 2016]; 2(3) : 2403-2509. Available from: https://ijariie.com/AdminUploadPdf/Novel_Approach_for_Classification_On_Imbalanced_Dataset_ijariie2404.pdf
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