[HTML][HTML] A robust predictive diagnosis model for diabetes mellitus using Shapley-incorporated machine learning algorithms

CJ Ejiyi, Z Qin, J Amos, MB Ejiyi, A Nnani, TU Ejiyi… - Healthcare …, 2023 - Elsevier
With the rapid advancement and integration of Artificial Intelligence (AI) in medicine, the
need for new developments and accuracy in Machine Learning (ML) models and algorithms …

Machine learning based unified framework for diabetes prediction

SMH Mahmud, MA Hossin, MR Ahmed… - Proceedings of the …, 2018 - dl.acm.org
Machine learning gained a significant position in healthcare services (HCS) due to its ability
to improve the disease prediction in HCS. Machine learning techniques and artificial …

Diabetes disease prediction using machine learning algorithms

AC Lyngdoh, NA Choudhury… - 2020 IEEE-EMBS …, 2021 - ieeexplore.ieee.org
This paper deals with the prediction of Diabetes Disease by performing an analysis of five
supervised machine learning algorithms, ie K-Nearest Neighbors, Naïve Baye, Decision …

Machine learning based diabetes classification and prediction for healthcare applications

UM Butt, S Letchmunan, M Ali… - Journal of healthcare …, 2021 - Wiley Online Library
The remarkable advancements in biotechnology and public healthcare infrastructures have
led to a momentous production of critical and sensitive healthcare data. By applying …

Application of machine learning models for early detection and accurate classification of type 2 diabetes

O Iparraguirre-Villanueva, K Espinola-Linares… - Diagnostics, 2023 - mdpi.com
Early detection of diabetes is essential to prevent serious complications in patients. The
purpose of this work is to detect and classify type 2 diabetes in patients using machine …

IDMPF: intelligent diabetes mellitus prediction framework using machine learning

L Ismail, H Materwala - Applied Computing and Informatics, 2021 - emerald.com
Purpose Machine Learning is an intelligent methodology used for prediction and has shown
promising results in predictive classifications. One of the critical areas in which machine …

[HTML][HTML] Diabetes mellitus prediction and diagnosis from a data preprocessing and machine learning perspective

CC Olisah, L Smith, M Smith - Computer Methods and Programs in …, 2022 - Elsevier
Abstract Background and Objective Diabetes mellitus is a metabolic disorder characterized
by hyperglycemia, which results from the inadequacy of the body to secrete and respond to …

Diabetes prediction using ensembling of different machine learning classifiers

MK Hasan, MA Alam, D Das, E Hossain… - IEEE Access, 2020 - ieeexplore.ieee.org
Diabetes, also known as chronic illness, is a group of metabolic diseases due to a high level
of sugar in the blood over a long period. The risk factor and severity of diabetes can be …

A comparative performance analysis of machine learning approaches for the early prediction of diabetes disease

TR Mahesh, V Vivek, VV Kumar… - … on Advances in …, 2022 - ieeexplore.ieee.org
Diabetes is a chronic condition that affects a large number of people. Diabetes can be
predicted early on, which can lead to better treatment. One of the main causes of this …

[PDF][PDF] Performance assessment of different machine learning algorithms in predicting diabetes mellitus

MM Nishat, F Faisal, MA Mahbub… - Biosc. Biotech. Res …, 2021 - researchgate.net
Diabetes Mellitus (DM) is considered as a heretical metabolic disorder and widely spread
long standing slow poison which poses a great threat to human health. Faster and accurate …