Multimodal manifold-regularized transfer learning for MCI conversion prediction

Manifold regularized multitask feature learning for multimodality disease classification

(2014) Biao Jie et al.   HUMAN BRAIN MAPPING

Group-constrained sparse fMRI connectivity modeling for mild cognitive impairment identification

(2013) Chong-Yaw Wee et al.   Brain Structure & Function

Topological graph kernel on multiple thresholded functional connectivity networks for mild cognitive impairment classification

(2013) Biao Jie et al.   HUMAN BRAIN MAPPING

Connectome-scale assessments of structural and functional connectivity in MCI

(2013) Dajiang Zhu et al.   HUMAN BRAIN MAPPING

Semi-Supervised Multimodal Relevance Vector Regression Improves Cognitive Performance Estimation from Imaging and Biological Biomarkers

(2013) Bo Cheng et al.   NEUROINFORMATICS

Monetary Costs of Dementia in the United States

(2013) Michael D. Hurd et al.   NEW ENGLAND JOURNAL OF MEDICINE

Accurate multimodal probabilistic prediction of conversion to Alzheimer's disease in patients with mild cognitive impairment

(2013) Jonathan Young et al.   NeuroImage-Clinical

Integration and relative value of biomarkers for prediction of MCI to AD progression: Spatial patterns of brain atrophy, cognitive scores, APOE genotype and CSF biomarkers

(2013) Xiao Da et al.   NeuroImage-Clinical

Prediction of Alzheimer's disease and mild cognitive impairment using cortical morphological patterns

(2012) Chong-Yaw Wee et al.   HUMAN BRAIN MAPPING

A theory of transfer learning with applications to active learning

(2012) Liu Yang et al.   MACHINE LEARNING

Visual ratings of atrophy in MCI: prediction of conversion and relationship with CSF biomarkers

(2012) Manja Lehmann et al.   NEUROBIOLOGY OF AGING

Combining MRI and CSF measures for classification of Alzheimer's disease and prediction of mild cognitive impairment conversion

(2012) Eric Westman et al.   NEUROIMAGE

Prediction of Alzheimer's disease in subjects with mild cognitive impairment from the ADNI cohort using patterns of cortical thinning

(2012) Simon F. Eskildsen et al.   NEUROIMAGE

Predicting Future Clinical Changes of MCI Patients Using Longitudinal and Multimodal Biomarkers

(2012) Daoqiang Zhang et al.   PLoS One

Scoring by nonlocal image patch estimator for early detection of Alzheimer's disease

(2012) Pierrick Coupé et al.   NeuroImage-Clinical

Domain Transfer Multiple Kernel Learning

(2011) Lixin Duan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Discriminant analysis of longitudinal cortical thickness changes in Alzheimer's disease using dynamic and network features

(2011) Yang Li et al.   NEUROBIOLOGY OF AGING

Semi-supervised pattern classification of medical images: Application to mild cognitive impairment (MCI)

(2011) Roman Filipovych et al.   NEUROIMAGE

Multimodal classification of Alzheimer's disease and mild cognitive impairment

(2011) Daoqiang Zhang et al.   NEUROIMAGE

Individual subject classification for Alzheimer's disease based on incremental learning using a spatial frequency representation of cortical thickness data

(2011) Youngsang Cho et al.   NEUROIMAGE

Identification of MCI individuals using structural and functional connectivity networks

(2011) Chong-Yaw Wee et al.   NEUROIMAGE

Multi-modal multi-task learning for joint prediction of multiple regression and classification variables in Alzheimer's disease

(2011) Daoqiang Zhang et al.   NEUROIMAGE

ASL Perfusion MRI Predicts Cognitive Decline and Conversion From MCI to Dementia

(2010) Linda L. Chao et al.   ALZHEIMER DISEASE & ASSOCIATED DISORDERS

Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification

(2010) Christos Davatzikos et al.   NEUROBIOLOGY OF AGING

Predictive markers for AD in a multi-modality framework: An analysis of MCI progression in the ADNI population

(2010) Chris Hinrichs et al.   NEUROIMAGE

Semi-supervised cluster analysis of imaging data

(2010) Roman Filipovych et al.   NEUROIMAGE

Automatic classification of patients with Alzheimer's disease from structural MRI: A comparison of ten methods using the ADNI database

(2010) Rémi Cuingnet et al.   NEUROIMAGE

Baseline MRI Predictors of Conversion from MCI to Probable AD in the ADNI Cohort

(2009) Shannon Risacher et al.   Current Alzheimer Research

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

MRI and CSF biomarkers in normal, MCI, and AD subjects: Diagnostic discrimination and cognitive correlations

(2009) P. Vemuri et al.   NEUROLOGY

MRI and CSF biomarkers in normal, MCI, and AD subjects: Predicting future clinical change

(2009) P. Vemuri et al.   NEUROLOGY

Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: Results from ADNI☆

(2008) C MISRA et al.   NEUROIMAGE

Network Analysis of Intrinsic Functional Brain Connectivity in Alzheimer's Disease

(2008) Kaustubh Supekar et al.   PLoS Computational Biology

Unaffected Family Members and Schizophrenia Patients Share Brain Structure Patterns: A High-Dimensional Pattern Classification Study

(2007) Yong Fan et al.   BIOLOGICAL PSYCHIATRY