Comparative Analysis of Oversampling Techniques on Small and Imbalanced Datasets Using Deep Learning

Author:

Sabha Saqib Ul1,Assad Assif1,Din Nusrat Mohi Ud1,Bhat Muzafar Rasool2

Affiliation:

1. Islamic University of Science and Technology,Computer Science and Engineering,Kashmir,India

2. Islamic University of Science and Technology,Computer Science,Kashmir,India

Publisher

IEEE

Reference19 articles.

1. Distributional Random Oversampling for Imbalanced Text Classification

2. Data-efficient deep learning method for image classification using data augmentation, focal cosine loss, and ensemble;kim;arXiv preprint arXiv 2007 07047,2020

3. Borderline-smote: a new oversampling method in imbalanced data sets learning;han;Int Conf Intell Comput,2005

4. Smote: synthetic minority over-sampling technique;chawla;Journal of Artificial Intelligence Research,2002

5. Automatically countering imbalance and its empirical relationship to cost

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