A review of the application of deep learning in obesity: From early prediction aid to advanced management assistance

X Yi, Z Heyang, S Gao, M Li - … & Metabolic Syndrome: Clinical Research & …, 2024 - Elsevier
Background and aims Obesity is a chronic disease which can cause severe metabolic
disorders. Machine learning (ML) techniques, especially deep learning (DL), have proven to …

[HTML][HTML] Applications of artificial intelligence to obesity research: scoping review of methodologies

R An, J Shen, Y Xiao - Journal of Medical Internet Research, 2022 - jmir.org
Background Obesity is a leading cause of preventable death worldwide. Artificial
intelligence (AI), characterized by machine learning (ML) and deep learning (DL), has …

Deep learning-based prediction of obesity levels according to eating habits and physical condition

M Kıvrak - The Journal of Cognitive Systems, 2021 - dergipark.org.tr
Obesity occurs as a result of excessive fat storage in the body and brings along physical and
mental problems [1]. The physical function has been associated with impaired quality of life …

Systematic review of machine learning applied to the prediction of obesity and overweight

A Ferreras, S Sumalla-Cano, R Martínez-Licort… - Journal of medical …, 2023 - Springer
Obesity and overweight has increased in the last year and has become a pandemic disease,
the result of sedentary lifestyles and unhealthy diets rich in sugars, refined starches, fats and …

[HTML][HTML] A systematic literature review on obesity: Understanding the causes & consequences of obesity and reviewing various machine learning approaches used to …

M Safaei, EA Sundararajan, M Driss, W Boulila… - Computers in biology …, 2021 - Elsevier
Obesity is considered a principal public health concern and ranked as the fifth foremost
reason for death globally. Overweight and obesity are one of the main lifestyle illnesses that …

DeepHealthNet: Adolescent Obesity Prediction System Based on a Deep Learning Framework

JH Jeong, IG Lee, SK Kim, TE Kam… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
The global prevalence of childhood and adolescent obesity is a major concern due to its
association with chronic diseases and long-term health risks. Artificial intelligence …

Deep learning for diabetes: a systematic review

T Zhu, K Li, P Herrero… - IEEE Journal of Biomedical …, 2020 - ieeexplore.ieee.org
Diabetes is a chronic metabolic disorder that affects an estimated 463 million people
worldwide. Aiming to improve the treatment of people with diabetes, digital health has been …

A survey on deep learning in medicine: Why, how and when?

F Piccialli, V Di Somma, F Giampaolo, S Cuomo… - Information …, 2021 - Elsevier
New technologies are transforming medicine, and this revolution starts with data. Health
data, clinical images, genome sequences, data on prescribed therapies and results …

A survey on machine and deep learning models for childhood and adolescent obesity

H Siddiqui, A Rattani, NK Woods, L Cure… - IEEE …, 2021 - ieeexplore.ieee.org
Childhood and adolescent obesity is a serious health problem that is on the rise at the
global level. Earlier, certain diseases such as Type 2 diabetes, high blood pressure, and …

Obesity related disease prediction from healthcare communities using machine learning

NC Pereira, J D'souza, P Rana… - 2019 10th International …, 2019 - ieeexplore.ieee.org
In addition to the rapid growth of Machine Learning in biomedical and healthcare
communities, the accurate analysis of medical data benefits early disease detection, patient …