Effective feature learning and fusion of multimodality data using stage-wise deep neural network for dementia diagnosis

Conversion and time-to-conversion predictions of mild cognitive impairment using low-rank affinity pursuit denoising and matrix completion

(2018) Kim-Han Thung et al.   MEDICAL IMAGE ANALYSIS

Exosomal biomarkers of brain insulin resistance associated with regional atrophy in Alzheimer's disease

(2017) Roger J. Mullins et al.   HUMAN BRAIN MAPPING

Extraction of dynamic functional connectivity from brain grey matter and white matter for MCI classification

(2017) Xiaobo Chen et al.   HUMAN BRAIN MAPPING

A novel relational regularization feature selection method for joint regression and classification in AD diagnosis

(2017) Xiaofeng Zhu et al.   MEDICAL IMAGE ANALYSIS

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

A Hierarchical Feature and Sample Selection Framework and Its Application for Alzheimer’s Disease Diagnosis

(2017) Le An et al.   Scientific Reports

Differential diagnosis of mild cognitive impairment and Alzheimer's disease using structural MRI cortical thickness, hippocampal shape, hippocampal texture, and volumetry

(2017) Lauge Sørensen et al.   NeuroImage-Clinical

Hybrid High-order Functional Connectivity Networks Using Resting-state Functional MRI for Mild Cognitive Impairment Diagnosis

(2017) Yu Zhang et al.   Scientific Reports

2016 Alzheimer's disease facts and figures

(2016)   Alzheimers & Dementia

High-order resting-state functional connectivity network for MCI classification

(2016) Xiaobo Chen et al.   HUMAN BRAIN MAPPING

Subspace Regularized Sparse Multitask Learning for Multiclass Neurodegenerative Disease Identification

(2016) Xiaofeng Zhu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Multiethnic genome-wide meta-analysis of ectopic fat depots identifies loci associated with adipocyte development and differentiation

(2016) Audrey Y Chu et al.   NATURE GENETICS

Differential diagnosis of neurodegenerative diseases using structural MRI data

(2016) Juha Koikkalainen et al.   NeuroImage-Clinical

Identification of progressive mild cognitive impairment patients using incomplete longitudinal MRI scans

(2015) Kim-Han Thung et al.   Brain Structure & Function

Multimodal Neuroimaging Feature Learning for Multiclass Diagnosis of Alzheimer's Disease

(2015) Siqi Liu et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Thickness network features for prognostic applications in dementia

(2015) Pradeep Reddy Raamana et al.   NEUROBIOLOGY OF AGING

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

(2015) Elaheh Moradi et al.   NEUROIMAGE

Standardized evaluation of algorithms for computer-aided diagnosis of dementia based on structural MRI: The CADDementia challenge

(2015) Esther E. Bron et al.   NEUROIMAGE

Sparse models for correlative and integrative analysis of imaging and genetic data

(2014) Dongdong Lin et al.   JOURNAL OF NEUROSCIENCE METHODS

Neurodegenerative disease diagnosis using incomplete multi-modality data via matrix shrinkage and completion

(2014) Kim-Han Thung et al.   NEUROIMAGE

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

(2014) Heung-Il Suk et al.   NEUROIMAGE

Knowledge-Guided Robust MRI Brain Extraction for Diverse Large-Scale Neuroimaging Studies on Humans and Non-Human Primates

(2014) Yaping Wang et al.   PLoS One

Deep learning for neuroimaging: a validation study

(2014) Sergey M. Plis et al.   Frontiers in Neuroscience

Three-Class Differential Diagnosis among Alzheimer Disease, Frontotemporal Dementia, and Controls

(2014) Pradeep Reddy Raamana et al.   Frontiers in Neurology

Genetic analysis of quantitative phenotypes in AD and MCI: imaging, cognition and biomarkers

(2013) Li Shen et al.   Brain Imaging and Behavior

Latent feature representation with stacked auto-encoder for AD/MCI diagnosis

(2013) Heung-Il Suk et al.   Brain Structure & Function

On the interpretation of weight vectors of linear models in multivariate neuroimaging

(2013) Stefan Haufe et al.   NEUROIMAGE

Human activity recognition using multi-features and multiple kernel learning

(2013) Salah Althloothi et al.   PATTERN RECOGNITION

Identifying disease sensitive and quantitative trait-relevant biomarkers from multidimensional heterogeneous imaging genetics data via sparse multimodal multitask learning

(2012) H. Wang et al.   BIOINFORMATICS

Machine Learning-Based Method for Personalized and Cost-Effective Detection of Alzheimer's Disease

(2012) Javier Escudero et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Learning Hierarchical Features for Scene Labeling

(2012) Clement Farabet et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Multi-source feature learning for joint analysis of incomplete multiple heterogeneous neuroimaging data

(2012) Lei Yuan 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

Discriminative analysis of early Alzheimer's disease using multi-modal imaging and multi-level characterization with multi-classifier (M3)

(2011) Zhengjia Dai et al.   NEUROIMAGE

Model sparsity and brain pattern interpretation of classification models in neuroimaging

(2011) Peter M. Rasmussen et al.   PATTERN RECOGNITION

Age Correction in Dementia – Matching to a Healthy Brain

(2011) Juergen Dukart et al.   PLoS One

Alzheimer's Disease Neuroimaging Initiative biomarkers as quantitative phenotypes: Genetics core aims, progress, and plans

(2010) Andrew J. Saykin et al.   Alzheimers & Dementia

Genetic Variation and Neuroimaging Measures in Alzheimer Disease

(2010) Alessandro Biffi   ARCHIVES OF NEUROLOGY

The use of PET in Alzheimer disease

(2010) Agneta Nordberg et al.   Nature Reviews Neurology

Boosting power for clinical trials using classifiers based on multiple biomarkers

(2010) Omid Kohannim et al.   NEUROBIOLOGY OF AGING

Estimating the age of healthy subjects from T1-weighted MRI scans using kernel methods: Exploring the influence of various parameters

(2010) Katja Franke et al.   NEUROIMAGE

Whole genome association study of brain-wide imaging phenotypes for identifying quantitative trait loci in MCI and AD: A study of the ADNI cohort

(2010) Li Shen 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

When, where, and how the corpus callosum changes in MCI and AD: A multimodal MRI study

(2010) M. Di Paola et al.   NEUROLOGY

Multimodal techniques for diagnosis and prognosis of Alzheimer's disease

(2009) Richard J. Perrin et al.   NATURE

The Alzheimer's disease neuroimaging initiative (ADNI): MRI methods

(2008) Clifford R. Jack et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Multicenter Standardized 18F-FDG PET Diagnosis of Mild Cognitive Impairment, Alzheimer's Disease, and Other Dementias

(2008) L. Mosconi et al.   JOURNAL OF NUCLEAR MEDICINE