Robust multi-label transfer feature learning for early diagnosis of Alzheimer’s disease

View-aligned hypergraph learning for Alzheimer’s disease diagnosis with incomplete multi-modality data

(2017) Mingxia Liu et al.   MEDICAL IMAGE ANALYSIS

Relationship Induced Multi-Template Learning for Diagnosis of Alzheimer’s Disease and Mild Cognitive Impairment

(2016) Mingxia Liu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Joint Binary Classifier Learning for ECOC-Based Multi-Class Classification

(2016) Mingxia Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Identifying Multimodal Intermediate Phenotypes Between Genetic Risk Factors and Disease Status in Alzheimer’s Disease

(2016) Xiaoke Hao et al.   NEUROINFORMATICS

Multi-Domain Transfer Learning for Early Diagnosis of Alzheimer’s Disease

(2016) Bo Cheng et al.   NEUROINFORMATICS

2015 Alzheimer's disease facts and figures

(2015)   Alzheimers & Dementia

Multi-task feature selection via supervised canonical graph matching for diagnosis of autism spectrum disorder

(2015) Liye Wang et al.   Brain Imaging and Behavior

Multimodal manifold-regularized transfer learning for MCI conversion prediction

(2015) Bo Cheng et al.   Brain Imaging and Behavior

Canonical feature selection for joint regression and multi-class identification in Alzheimer’s disease diagnosis

(2015) Xiaofeng Zhu et al.   Brain Imaging and Behavior

Domain Transfer Learning for MCI Conversion Prediction

(2015) Bo Cheng et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Effects of imaging modalities, brain atlases and feature selection on prediction of Alzheimer's disease

(2015) Kenichi Ota et al.   JOURNAL OF NEUROSCIENCE METHODS

Manifold regularized multitask feature learning for multimodality disease classification

(2014) Biao Jie et al.   HUMAN BRAIN MAPPING

A novel matrix-similarity based loss function for joint regression and classification in AD diagnosis

(2014) Xiaofeng Zhu et al.   NEUROIMAGE

Hierarchical feature representation and multimodal fusion with deep learning for AD/MCI diagnosis

(2014) Heung-Il Suk et al.   NEUROIMAGE

Modeling disease progression via multi-task learning

(2013) Jiayu Zhou et al.   NEUROIMAGE

Inter-modality relationship constrained multi-modality multi-task feature selection for Alzheimer's Disease and mild cognitive impairment identification

(2013) Feng Liu et al.   NEUROIMAGE

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

Sparse learning and stability selection for predicting MCI to AD conversion using baseline ADNI data

(2012) Jieping Ye et al.   BMC Neurology

Regional Magnetic Resonance Imaging Measures for Multivariate Analysis in Alzheimer’s Disease and Mild Cognitive Impairment

(2012) Eric Westman et al.   BRAIN TOPOGRAPHY

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

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

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

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

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

(2011) Daoqiang Zhang et al.   NEUROIMAGE

Multi-Method Analysis of MRI Images in Early Diagnostics of Alzheimer's Disease

(2011) Robin Wolz et al.   PLoS One

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

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

Convex multi-task feature learning

(2008) Andreas Argyriou et al.   MACHINE LEARNING

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