Predicting changes in brain metabolism and progression from mild cognitive impairment to dementia using multitask Deep Learning models and explainable AI.
Fernando García-GutierrezLaura Hernandez-LorenzoMaría Nieves Cabrera-MartínJordi A. Matias-GuiuJosé L. AyalaPublished in: NeuroImage (2024)
Keyphrases
- learning models
- mild cognitive impairment
- multi task
- learning tasks
- brain images
- high degree of accuracy
- learning problems
- machine learning
- clinical trials
- learning algorithm
- early diagnosis
- medical images
- machine learning algorithms
- transfer learning
- eeg data
- supervised learning
- human brain
- magnetic resonance
- kernel methods
- white matter
- functional magnetic resonance imaging
- semi supervised learning
- multi class
- classification models
- learning experience
- feature selection
- computer vision
- loss function
- learning environment
- reinforcement learning
- data sets