Analysis of a nonsteroidal anti inflammatory drug solubility in green solvent via developing robust models based on machine learning technique

Analysis of a nonsteroidal anti inflammatory drug solubility in green solvent via developing robust models based on machine learning technique

Abstract This study develops and evaluates advanced hybrid machine learning models—ADA-ARD (AdaBoost on ARD Regression), ADA-BRR (AdaBoost on Bayesian Ridge Regression), and ADA-GPR (AdaBoost on Gaussian Process Regression)—optimized via the Black Widow Optimization Algorithm (BWOA) to predict the d...

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Bibliographic Details
Main Authors: Lijie Jiang, Qi Li, Huiqing Liao, Hourong Liu, Bowen Tan
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Adaptive boosting
Drug solubility
Green solvent
Gaussian process regression
Bayesian ridge regression
Online Access:https://doi.org/10.1038/s41598-025-04596-y
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https://doi.org/10.1038/s41598-025-04596-y

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