[HTML][HTML] Comparison of machine learning-based approaches to predict the conversion to Alzheimer's disease from mild cognitive impairment
Abstract In Mild Cognitive Impairment (MCI), identifying a high risk of conversion to
Alzheimer's Disease Dementia (AD) is a primary goal for patient management. Machine …
Alzheimer's Disease Dementia (AD) is a primary goal for patient management. Machine …
[HTML][HTML] A novel ensemble-based machine learning algorithm to predict the conversion from mild cognitive impairment to Alzheimer's disease using socio …
M Grassi, N Rouleaux, D Caldirola… - Frontiers in …, 2019 - frontiersin.org
Background: Despite the increasing availability in brain health related data, clinically
translatable methods to predict the conversion from Mild Cognitive Impairment (MCI) to …
translatable methods to predict the conversion from Mild Cognitive Impairment (MCI) to …
Early MCI‐to‐AD Conversion Prediction Using Future Value Forecasting of Multimodal Features
In Alzheimer's disease (AD) progression, it is imperative to identify the subjects with mild
cognitive impairment before clinical symptoms of AD appear. This work proposes a …
cognitive impairment before clinical symptoms of AD appear. This work proposes a …
A parameter-efficient deep learning approach to predict conversion from mild cognitive impairment to Alzheimer's disease
Some forms of mild cognitive impairment (MCI) are the clinical precursors of Alzheimer's
disease (AD), while other MCI types tend to remain stable over-time and do not progress to …
disease (AD), while other MCI types tend to remain stable over-time and do not progress to …
Machine learning framework for early MRI-based Alzheimer's conversion prediction in MCI subjects
Mild cognitive impairment (MCI) is a transitional stage between age-related cognitive
decline and Alzheimer's disease (AD). For the effective treatment of AD, it would be …
decline and Alzheimer's disease (AD). For the effective treatment of AD, it would be …
[HTML][HTML] Cognitive and MRI trajectories for prediction of Alzheimer's disease
SA Mofrad, AJ Lundervold, A Vik, AS Lundervold - Scientific reports, 2021 - nature.com
Abstract The concept of Mild Cognitive Impairment (MCI) is used to describe the early stages
of Alzheimer's disease (AD), and identification and treatment before further decline is an …
of Alzheimer's disease (AD), and identification and treatment before further decline is an …
[HTML][HTML] Cross-cohort generalizability of deep and conventional machine learning for MRI-based diagnosis and prediction of Alzheimer's disease
This work validates the generalizability of MRI-based classification of Alzheimer's disease
(AD) patients and controls (CN) to an external data set and to the task of prediction of …
(AD) patients and controls (CN) to an external data set and to the task of prediction of …
[HTML][HTML] Prediction of autopsy verified neuropathological change of Alzheimer's disease using machine learning and MRI
Background: Alzheimer's disease (AD) is the most common form of dementia. While
neuropathological changes pathognomonic for AD have been defined, early detection of AD …
neuropathological changes pathognomonic for AD have been defined, early detection of AD …
[HTML][HTML] Sparse learning and stability selection for predicting MCI to AD conversion using baseline ADNI data
J Ye, M Farnum, E Yang, R Verbeeck, V Lobanov… - BMC neurology, 2012 - Springer
Abstract Background Patients with Mild Cognitive Impairment (MCI) are at high risk of
progression to Alzheimer's dementia. Identifying MCI individuals with high likelihood of …
progression to Alzheimer's dementia. Identifying MCI individuals with high likelihood of …
[HTML][HTML] Identification of conversion from mild cognitive impairment to Alzheimer's disease using multivariate predictors
Prediction of conversion from mild cognitive impairment (MCI) to Alzheimer's disease (AD) is
of major interest in AD research. A large number of potential predictors have been proposed …
of major interest in AD research. A large number of potential predictors have been proposed …