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cs.LG2021
A Novel Adaptive Minority Oversampling Technique for Improved Classification in Data Imbalanced Scenarios
Ayush Tripathi, Rupayan Chakraborty, Sunil Kumar Kopparapu
Imbalance in the proportion of training samples belonging to different classes often poses performance degradation of conventional classifiers. This is primarily due to the tendenc…
cs.SD2021★ 1 cited
Semi Supervised Learning For Few-shot Audio Classification By Episodic Triplet Mining
Swapnil Bhosale, Rupayan Chakraborty, Sunil Kumar Kopparapu
Few-shot learning aims to generalize unseen classes that appear during testing but are unavailable during training. Prototypical networks incorporate few-shot metric learning, by c…