[Retracted] IoT‐Based Hybrid Ensemble Machine Learning Model for Efficient Diabetes Mellitus Prediction

S Padhy, S Dash, S Routray, S Ahmad… - Computational …, 2022 - Wiley Online Library
Nowadays, there is a growing need for Internet of Things (IoT)‐based mobile healthcare
applications that help to predict diseases. In recent years, several people have been …

CI-DPF: A cloud IoT based framework for diabetes prediction

P Kaur, N Sharma, A Singh, B Gill - 2018 IEEE 9th Annual …, 2018 - ieeexplore.ieee.org
Smart healthcare technology is one of the highest explored areas which apply modern
computing technologies and techniques in healthcare research. By making use of sensors in …

HealthEdge: a machine learning-based smart healthcare framework for prediction of type 2 diabetes in an integrated IoT, edge, and cloud computing system

A Hennebelle, H Materwala, L Ismail - Procedia Computer Science, 2023 - Elsevier
Diabetes Mellitus has no permanent cure to date and is one of the leading causes of death
globally. The alarming increase in diabetes calls for the need to take precautionary …

Blended ensemble learning prediction model for strengthening diagnosis and treatment of chronic diabetes disease

TR Mahesh, D Kumar, V Vinoth Kumar… - Computational …, 2022 - Wiley Online Library
Diabetes mellitus (DM), commonly known as diabetes, is a collection of metabolic illnesses
characterized by persistently high blood sugar levels. The signs of elevated blood sugar …

Internet of things-inspired healthcare system for urine-based diabetes prediction

M Bhatia, S Kaur, SK Sood, V Behal - Artificial Intelligence in Medicine, 2020 - Elsevier
Healthcare industry is the leading domain that has been revolutionized by the incorporation
of Internet of Things (IoT) technology resulting in smart medical applications. Conspicuously …

Early prediction of diabetes using an ensemble of machine learning models

A Dutta, MK Hasan, M Ahmad, MA Awal… - International Journal of …, 2022 - mdpi.com
Diabetes is one of the most rapidly spreading diseases in the world, resulting in an array of
significant complications, including cardiovascular disease, kidney failure, diabetic …

A novel extra tree ensemble optimized dl framework (Eteodl) for early detection of diabetes

M Arya, H Sastry G, A Motwani, S Kumar… - Frontiers in Public …, 2022 - frontiersin.org
Diabetes has been recognized as a global medical problem for more than half a century.
Patients with diabetes can benefit from the Internet of Things (IoT) devices such as …

Deep LSTM model for diabetes prediction with class balancing by SMOTE

SA Alex, NZ Jhanjhi, M Humayun, AO Ibrahim… - Electronics, 2022 - mdpi.com
Diabetes is an acute disease that happens when the pancreas cannot produce enough
insulin. It can be fatal if undiagnosed and untreated. If diabetes is revealed early enough, it …

Novel Internet of Things based approach toward diabetes prediction using deep learning models

A Naseem, R Habib, T Naz, M Atif, M Arif… - Frontiers in Public …, 2022 - frontiersin.org
The integration of the Internet of Things with machine learning in different disciplines has
benefited from recent technological advancements. In medical IoT, the fusion of these two …

IoMT innovations in diabetes management: Predictive models using wearable data

I Rodríguez-Rodríguez, M Campo-Valera… - Expert Systems with …, 2024 - Elsevier
Diabetes Mellitus (DM) represents a metabolic disorder characterized by consistently
elevated blood glucose levels due to inadequate pancreatic insulin production. Type 1 DM …