Evaluation of Logistic Regression and Advanced Machine Learning Algorithms to Differentiate between Type 1 and Type 2 Diabetes in India

Abstract Aim: We attempted to determine whether machine learning (ML) models outperform logistic regression (LR), a traditional prediction method, in distinguishing type 1 diabetes (T1D) from type 2 diabetes (T2D). Materials and Methods: Utilizing data from individuals of Indian origin diagnosed wit...

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Bibliographic Details

Published in:	Journal of diabetology Vol. 16; no. 3; pp. 231 - 239
Main Authors:	Venkatesan, Ulagamadesan, Amutha, Anandakumar, Anjana, Ranjit Mohan, Unnikrishnan, Ranjit, Mappillairaju, Bagavandas, Mohan, Viswanathan
Format:	Journal Article
Language:	English
Published:	India Wolters Kluwer - Medknow 01.07.2025 Wolters Kluwer Medknow Publications
Edition:	3
Subjects:	logistic regression machine learning Original Article type 1 diabetes type 2 diabetes Logistic regression type 1 diabetes type 2 diabetes machine learning
ISSN:	2543-3288, 2078-7685
Online Access:	Get full text
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