Enhanced Input-Doubling Method Leveraging Response Surface Linearization to Improve Classification Accuracy in Small Medical Data Processing

Currently, the tasks of intelligent data analysis in medicine are becoming increasingly common. Existing artificial intelligence tools provide high effectiveness in solving these tasks when analyzing sufficiently large datasets. However, when there is very little training data available, current mac...

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Bibliographic Details

Published in:	Computation
Main Authors:	Ivan Izonin, Roman Tkachenko, Pavlo Yendyk, Iryna Pliss, Yevgeniy Bodyanskiy, Michal Gregus
Format:	Article
Language:	English
Published:	MDPI AG 2024-10-01
Subjects:	data mining techniques small data approach classification algorithms input-doubling method ensemble methods data linearization
Online Access:	https://www.mdpi.com/2079-3197/12/10/203