[HTML][HTML] Review of multimodal machine learning approaches in healthcare

F Krones, U Marikkar, G Parsons, A Szmul, A Mahdi - Information Fusion, 2025 - Elsevier
Abstract Machine learning methods in healthcare have traditionally focused on using data
from a single modality, limiting their ability to effectively replicate the clinical practice of …

Data-centric foundation models in computational healthcare: A survey

Y Zhang, J Gao, Z Tan, L Zhou, K Ding, M Zhou… - arXiv preprint arXiv …, 2024 - arxiv.org
The advent of foundation models (FMs) as an emerging suite of AI techniques has struck a
wave of opportunities in computational healthcare. The interactive nature of these models …

DeepAD: A Robust Deep Learning Model of Alzheimer's Disease Progression for Real-World Clinical Applications

S Hashemifar, C Iriondo, E Casey, M Hejrati - arXiv preprint arXiv …, 2022 - arxiv.org
The ability to predict the future trajectory of a patient is a key step toward the development of
therapeutics for complex diseases such as Alzheimer's disease (AD). However, most …

A Hybrid Transfer Learning Assisted Decision Support System for Accurate Prediction of Alzheimer Disease

MK Mahadi, A Abdullah, J Uddin, A Newaz - arXiv preprint arXiv …, 2023 - arxiv.org
Alzheimer's disease (AD) is the most common long-term illness in elderly people. In recent
years, deep learning has become popular in the area of medical imaging and has had a lot …

AI and Non AI Assessments for Dementia

M Parsapoor, H Ghodrati, V Dentamaro… - arXiv preprint arXiv …, 2023 - arxiv.org
Current progress in the artificial intelligence domain has led to the development of various
types of AI-powered dementia assessments, which can be employed to identify patients at …

Machine Learning with Multimodal Data

K Lopez - 2020 - search.proquest.com
Real world information is a combination of multiple channels or streams of data representing
ideas or concepts such as audio, video, and genetic information. Each of these channels, or …

Brain Morphometry from the Analysis of Magnetic Resonance Images: Computational Techniques and Applications in the Study of Dementia

VAM Ramos - 2021 - search.proquest.com
Alzheimer's disease is a progressive neurodegenerative disorder. It is the type of dementia
with the highest incidence in the population, being one of the leading causes of death in …