An Ensemble of Light Gradient Boosting Machine and Adaptive Boosting for Prediction of Type-2 Diabetes

An Ensemble of Light Gradient Boosting Machine and Adaptive Boosting for Prediction of Type-2 Diabetes

Abstract Machine learning helps construct predictive models in clinical data analysis, predicting stock prices, picture recognition, financial modelling, disease prediction, and diagnostics. This paper proposes machine learning ensemble algorithms to forecast diabetes. The ensemble combines k-NN, Na...

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Bibliographic Details
Main Authors: M. Jishnu Sai, Pratiksha Chettri, Ranjit Panigrahi, Amik Garg, Akash Kumar Bhoi, Paolo Barsocchi
Format: Article
Language:English
Published: Springer 2023-02-01
Series:International Journal of Computational Intelligence Systems
Subjects:
k-NN
Light GBM (Gradient Boosting Machine)
Naive Bayes (Gaussian)
Random forest
Classifier ensemble
Diabetes detection
Online Access:https://doi.org/10.1007/s44196-023-00184-y

Internet

https://doi.org/10.1007/s44196-023-00184-y

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