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

Inherent Structure-Based Multiview Learning With Multitemplate Feature Representation for Alzheimer's Disease Diagnosis

(2016) Mingxia Liu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Detecting Anatomical Landmarks for Fast Alzheimer’s Disease Diagnosis

(2016) Jun Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

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

Multi-scale features extraction from baseline structure MRI for MCI patient classification and AD early diagnosis

(2016) Kun Hu et al.   NEUROCOMPUTING

Multimodal manifold-regularized transfer learning for MCI conversion prediction

(2015) Bo Cheng 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

Early diagnosis of Alzheimer׳s disease based on partial least squares, principal component analysis and support vector machine using segmented MRI images

(2015) L. Khedher et al.   NEUROCOMPUTING

Machine learning framework for early MRI-based Alzheimer's conversion prediction in MCI subjects

(2015) Elaheh Moradi et al.   NEUROIMAGE

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

Clinical Prediction from Structural Brain MRI Scans: A Large-Scale Empirical Study

(2014) Mert R. Sabuncu et al.   NEUROINFORMATICS

A comparison of three brain atlases for MCI prediction

(2013) Kenichi Ota et al.   JOURNAL OF NEUROSCIENCE METHODS

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

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

(2013) Bo Cheng et al.   NEUROINFORMATICS

BrainAGE in Mild Cognitive Impaired Patients: Predicting the Conversion to Alzheimer’s Disease

(2013) Christian Gaser et al.   PLoS One

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

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

Dimensionality reduction by Mixed Kernel Canonical Correlation Analysis

(2012) Xiaofeng Zhu et al.   PATTERN RECOGNITION

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

(2012) Pierrick Coupé et al.   NeuroImage-Clinical

pROC: an open-source package for R and S+ to analyze and compare ROC curves

(2011) Xavier Robin et al.   BMC BIOINFORMATICS

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

Early diagnosis of Alzheimer's disease using cortical thickness: impact of cognitive reserve

(2009) Olivier Querbes, Florent Aubry, Jérémie Pariente, Jean-Albert Lotterie, Jean-François Démonet, Véronique Duret, Michèle Puel, Isabelle Berry, Jean-Claude Fort et al.   BRAIN

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

Voxel-based assessment of gray and white matter volumes in Alzheimer's disease

(2009) Xiaojuan Guo et al.   NEUROSCIENCE LETTERS

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

Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline

(2007) Yong Fan et al.   NEUROIMAGE