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Gufranullah Ansari

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Articles by Gufranullah Ansari

Predictive analysis of Drug concentration in drug release process via two-dimensional mechanistic model and machine learning integrated Grey Wolf optimization

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By Hadil Faris Alotaibi, Kamel Saleh, B. Jayaprakash, Ahmed Shakir, Gufranullah Ansari, Sumit Sharma, Farkhod kumar Alisherov, Manoj I. Patel
| Nature Verified
Abstract This research develops a machine learning framework to predict the spatial distribution of drug concentration (C) within a specific cylindrical biomaterial matrix at a fixed release time (t = 2400 s), using the radial (r) and axial (z) coordinates as inputs.
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An innovative framework for student adaptability prediction using discriminant-based classification, feature selection, and sensitivity analysis

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By Lijun Mao, Kholoud Alkayid, Salama A. Mostafa, Manoranjan Parhi, Mohammed Mohammed, H. S. Shreenidhi, Johar MGM, Vikas Wasson, Gufranullah Ansari
| Nature Verified
Abstract Accurately predicting student adaptability is essential for enhancing academic performance and personal development. The present study presents a classification-based approach utilizing Quadratic Discriminant Analysis (QDA), Extreme Gradient Boosting (XGBoost), and Linear Discriminant Analysis (LDA) to predict student adaptability. To enhance model performance, the Turbulent Flow of Water-based Optimization (TFWO) and Giant Armadillo Optimization (GAO) algorithms are employed.
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