Gaussian process classification of Alzheimer's disease and mild cognitive impairment from resting-state fMRI

Article ID	Journal	Published Year	Pages	File Type
6024963	NeuroImage	2015	12 Pages	PDF

Abstract

A Gaussian process classifier can distinguish patients with mild cognitive impairment from healthy controls based on functional connectivity at rest.47

Keywords

a-MCI ARD ICA MMSE DMN LOOCV AUC PCA Functional connectivity amnestic mild cognitive impairment Alzheimeŕs disease Independent component analysis Principal component analysis Leave One Out Cross Validation Automatic relevance determination Dementia Sensitivity Accuracy default mode network Support vector machine SVM Mini-Mental State Examination area under the ROC curve Specificity Normal control Machine learning