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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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Principais autores: Ivan Izonin, Roman Tkachenko, Pavlo Yendyk, Iryna Pliss, Yevgeniy Bodyanskiy, Michal Gregus
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2024-10-01
coleção:Computation
Assuntos:
data mining techniques
small data approach
classification algorithms
input-doubling method
ensemble methods
data linearization
Acesso em linha:https://www.mdpi.com/2079-3197/12/10/203
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