Comparative Studies on Resampling Techniques in Machine Learning and Deep Learning Models for Drug-Target Interaction Prediction

Comparative Studies on Resampling Techniques in Machine Learning and Deep Learning Models for Drug-Target Interaction Prediction

The prediction of drug-target interactions (DTIs) is a vital step in drug discovery. The success of machine learning and deep learning methods in accurately predicting DTIs plays a huge role in drug discovery. However, when dealing with learning algorithms, the datasets used are usually highly dimen...

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Bibliographic Details
Main Authors: Azwaar Khan Azlim Khan, Nurul Hashimah Ahamed Hassain Malim
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Molecules
Subjects:
drug-target interaction
data resampling
machine learning
deep learning
class imbalance
SMOTE
Online Access:https://www.mdpi.com/1420-3049/28/4/1663

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https://www.mdpi.com/1420-3049/28/4/1663

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