Novel Approach for Classification On Imbalanced Dataset

Amee Rajan; Chetna Chand

Novel Approach for Classification On Imbalanced Dataset

May 2016

Vol-2, Issue-3

Paper ID: 2404

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Computer Engineering

Keywords

Imbalanced Data undersampling oversampling cost-sensitive approach algorithm level approach HC-knn

Abstract

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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Author Information

#	Name	Institute / Affiliation
1	Amee Rajan	Kalol Institute Of Technology & Research centre
2	Chetna Chand	Kalol Institute Of Technology & Research centre

How to Cite

Use the following formats to cite this article in your research.

APA Style

Rajan, Amee & Chand, Chetna (2016). Novel Approach for Classification On Imbalanced Dataset. International Journal of Advance Research and Innovative Ideas In Education, 2(3), 2403-2509.

MLA Style

Rajan, Amee, 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, pp. 2403-2509.

IEEE Style

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, 2016.

Vancouver Style

Rajan Amee, Chand Chetna. Novel Approach for Classification On Imbalanced Dataset. International Journal of Advance Research and Innovative Ideas In Education. 2016;2(3):2403-2509.

Harvard Style

Rajan, Amee & Chand, Chetna (2016) 'Novel Approach for Classification On Imbalanced Dataset', International Journal of Advance Research and Innovative Ideas In Education, 2(3), pp. 2403-2509.

Chicago Style

Rajan, Amee 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.

Turabian Style

Rajan, Amee 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.