Online Batch Selection for Enhanced Generalization in Imbalanced Datasets

Importance sampling, a variant of online sampling, is often used in neural network training to improve the learning process, and, in particular, the convergence speed of the model. We study, here, the performance of a set of batch selection algorithms, namely, online sampling algorithms that process...

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Bibliographic Details
Main Authors: George Ioannou, Georgios Alexandridis, Andreas Stafylopatis
Format: Article
Language:English
Published: MDPI AG 2023-01-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/16/2/65