Modelling, simulation, and optimization of diabetes type II prediction using deep extreme learning machine

A Rehman, A Athar, MA Khan, S Abbas… - Journal of Ambient …, 2020 - content.iospress.com
… In this research, we focused on diabetes type II prediction using a DLNN approach. In this
regard, … , a model for diabetes type II prediction has been proposed to improve the prediction

Machine learning and deep learning predictive models for type 2 diabetes: a systematic review

L Fregoso-Aparicio, J Noguez, L Montesinos… - Diabetology & metabolic …, 2021 - Springer
… puts together tools from statistics, data mining, and optimization to generate models. … and
recommendations in the prediction of diabetes based on machine learning models. It also …

[HTML][HTML] Type 2: diabetes mellitus prediction using deep neural networks classifier

RK Nadesh, K Arivuselvan - International Journal of Cognitive Computing …, 2020 - Elsevier
model for identifying the diabetes in an early stage accurately to save the human life using
DNN … the researchers can use genetic algorithm or particle swarm optimization technique for …

[PDF][PDF] Predictive intelligent decision support model in forecasting of the diabetes pandemic using a reinforcement deep learning approach

AA Ojugo, E Ekurume - International …, 2021 - eprints.universitassuryadarma.ac.id
optimization methods … model will predict the presence of all classes of diabetes symptoms
when it is present,(b) specificity measures how likely model will detect the absence of diabetes

An optimization-based diabetes prediction model using CNN and Bi-directional LSTM in real-time environment

P Madan, V Singh, V Chaudhari, Y Albagory… - Applied Sciences, 2022 - mdpi.com
… One cannot diagnose diabetes with one parameter, such as excessive consumption of …
Decision tree discovery for the diagnosis of type II diabetes. In Proceedings of the 2011 …

Modelling, simulation and optimization of diagnosis cardiovascular disease using computational intelligence approaches

SY Siddiqui, A Athar, MA Khan, S Abbas… - Journal of Medical …, 2020 - ingentaconnect.com
… , two more layers, namely; prediction layer and performance evaluation layer, are used. In the
prediction layer, the fuzzy logic, ANN and Deep extreme … article, the deep extreme machine …

A new design of diabetes detection and glucose level prediction using moth flame-based crow search deep learning

S Naveena, A Bharathi - Biomedical Signal Processing and Control, 2022 - Elsevier
… the multi-objective optimization problems and it improves the deep feature extraction, …
model of the proposed diabetes detection and glucose level prediction using proposed deep

Recent applications of machine learning and deep learning models in the prediction, diagnosis, and management of diabetes: a comprehensive review

E Afsaneh, A Sharifdini, H Ghazzaghi… - Diabetology & Metabolic …, 2022 - Springer
… Therefore, its prediction, prognosis, and management are … (ML) and deep learning (DL)
models for the objectives mentioned … for controlling blood glucose and diabetes. However, they …

[图书][B] Bio-Inspired Strategies for Modeling and Detection in Diabetes Mellitus Treatment

AY Alanis, OD Sánchez, AV Gonzalez, MP Cisneros - 2024 - books.google.com
… algorithms are optimizing diabetes prediction, diagnosis, … ing, a Kernel Extreme Learning
Machine model is improved to … focused on specific medical predictions using a Naive Bayes …

Data-based algorithms and models using diabetics real data for blood glucose and hypoglycaemia prediction–a systematic literature review

V Felizardo, NM Garcia, N Pombo… - Artificial Intelligence in …, 2021 - Elsevier
diabetes conditions, among them, diabetes type-1 (T1D) that requires insulin treatment and
diabetes type-2 (… In either situation, an excessive or insufficient insulin intake causes a bad …