Ensemble of ROI-based convolutional neural network classifiers for staging the Alzheimer disease spectrum from magnetic resonance imaging

The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation

(2020) Davide Chicco et al.   BMC GENOMICS

On brain atlas choice and automatic segmentation methods: a comparison of MAPER & FreeSurfer using three atlas databases

(2020) Siti Nurbaya Yaakub et al.   Scientific Reports

Evaluation of Functional Decline in Alzheimer’s Dementia Using 3D Deep Learning and Group ICA for rs-fMRI Measurements

(2019) Muhammad Naveed Iqbal Qureshi et al.   Frontiers in Aging Neuroscience

3D-Deep Learning Based Automatic Diagnosis of Alzheimer’s Disease with Joint MMSE Prediction Using Resting-State fMRI

(2019) Nguyen Thanh Duc et al.   NEUROINFORMATICS

A deep learning model for early prediction of Alzheimer's disease dementia based on hippocampal magnetic resonance imaging data

(2019) Hongming Li et al.   Alzheimers & Dementia

The neuropathological diagnosis of Alzheimer’s disease

(2019) Michael A. DeTure et al.   Molecular Neurodegeneration

Analysis of brain sub regions using optimization techniques and deep learning method in Alzheimer disease

(2019) D. Chitradevi et al.   APPLIED SOFT COMPUTING

Skin Lesion Classification Using CNNs With Patch-Based Attention and Diagnosis-Guided Loss Weighting

(2019) Nils Gessert et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Neuroimaging modality fusion in Alzheimer’s classification using convolutional neural networks

(2019) Arjun Punjabi et al.   PLoS One

The use of back propagation neural networks and 18F-Florbetapir PET for early detection of Alzheimer’s disease using Alzheimer’s Disease Neuroimaging Initiative database

(2019) Ilker Ozsahin et al.   PLoS One

Classification and Visualization of Alzheimer’s Disease using Volumetric Convolutional Neural Network and Transfer Learning

(2019) Kanghan Oh et al.   Scientific Reports

Classification of Alzheimer’s Disease Based on Eight-Layer Convolutional Neural Network with Leaky Rectified Linear Unit and Max Pooling

(2018) Shui-Hua Wang et al.   JOURNAL OF MEDICAL SYSTEMS

Landmark-based deep multi-instance learning for brain disease diagnosis

(2018) Mingxia Liu et al.   MEDICAL IMAGE ANALYSIS

Multimodal Neuroimaging Feature Learning With Multimodal Stacked Deep Polynomial Networks for Diagnosis of Alzheimer's Disease

(2018) Jun Shi et al.   IEEE Journal of Biomedical and Health Informatics

Patch-based system for Classification of Breast Histology images using deep learning

(2018) Kaushiki Roy et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Patch-based classification of thyroid nodules in ultrasound images using direction independent features extracted by two-threshold binary decomposition

(2018) Antonin Prochazka et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Deep ensemble learning of sparse regression models for brain disease diagnosis

(2017) Heung-Il Suk et al.   MEDICAL IMAGE ANALYSIS

Alzheimer's Disease Diagnosis Using Landmark-Based Features From Longitudinal Structural MR Images

(2017) Jun Zhang et al.   IEEE Journal of Biomedical and Health Informatics

Prediction and classification of Alzheimer disease based on quantification of MRI deformation

(2017) Xiaojing Long et al.   PLoS One

Patch-Set-Based Representation for Alignment-Free Image Set Classification

(2016) Shenghua Gao et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Ensembles of Deep Learning Architectures for the Early Diagnosis of the Alzheimer’s Disease

(2016) Andrés Ortiz et al.   International Journal of Neural Systems

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

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

Deep learning

(2015) Yann LeCun et al.   NATURE

A Robust Deep Model for Improved Classification of AD/MCI Patients

(2015) Feng Li et al.   IEEE Journal of Biomedical and Health Informatics

Magnetic resonance imaging biomarkers for the early diagnosis of Alzheimer's disease: a machine learning approach

(2015) Christian Salvatore et al.   Frontiers in Neuroscience

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

(2014) Heung-Il Suk et al.   NEUROIMAGE

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

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

Toward defining the preclinical stages of Alzheimer’s disease: Recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease

(2011) Reisa A. Sperling et al.   Alzheimers & Dementia

Cerebral amyloid-β PET with florbetaben (18F) in patients with Alzheimer's disease and healthy controls: a multicentre phase 2 diagnostic study

(2011) Henryk Barthel et al.   LANCET NEUROLOGY

Local MRI analysis approach in the diagnosis of early and prodromal Alzheimer's disease

(2011) Andrea Chincarini et al.   NEUROIMAGE

Multimodal classification of Alzheimer's disease and mild cognitive impairment

(2011) Daoqiang Zhang et al.   NEUROIMAGE

Anterior insula degeneration in frontotemporal dementia

(2010) William W. Seeley   Brain Structure & Function