Using deep autoencoders to identify abnormal brain structural patterns in neuropsychiatric disorders: A large-scale multi-sample study

Using deep learning to investigate the neuroimaging correlates of psychiatric and neurological disorders: Methods and applications

(2017) Sandra Vieira et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Evaluation of machine learning algorithms and structural features for optimal MRI-based diagnostic prediction in psychosis

(2017) Raymond Salvador et al.   PLoS One

Understanding Heterogeneity in Clinical Cohorts Using Normative Models: Beyond Case-Control Studies

(2016) Andre F. Marquand et al.   BIOLOGICAL PSYCHIATRY

Motion-related artifacts in structural brain images revealed with independent estimates of in-scanner head motion

(2016) Neil K. Savalia et al.   HUMAN BRAIN MAPPING

Addressing Confounding in Predictive Models with an Application to Neuroimaging

(2016) Kristin A. Linn et al.  

Deep neural network with weight sparsity control and pre-training extracts hierarchical features and enhances classification performance: Evidence from whole-brain resting-state functional connectivity patterns of schizophrenia

(2016) Junghoe Kim et al.   NEUROIMAGE

Addressing Confounding in Predictive Models with an Application to Neuroimaging

(2016) Kristin A. Linn et al.   International Journal of Biostatistics

Detecting Neuroimaging Biomarkers for Psychiatric Disorders: Sample Size Matters

(2016) Hugo G. Schnack et al.   Frontiers in Psychiatry

Using deep belief network modelling to characterize differences in brain morphometry in schizophrenia

(2016) Walter H. L. Pinaya et al.   Scientific Reports

The Effect of Age Correction on Multivariate Classification in Alzheimer’s Disease, with a Focus on the Characteristics of Incorrectly and Correctly Classified Subjects

(2015) Farshad Falahati et al.   BRAIN TOPOGRAPHY

Deep learning

(2015) Yann LeCun et al.   NATURE

Head motion during MRI acquisition reduces gray matter volume and thickness estimates

(2015) Martin Reuter et al.   NEUROIMAGE

A comparison of FreeSurfer-generated data with and without manual intervention

(2015) Christopher S. McCarthy et al.   Frontiers in Neuroscience

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

(2014) Mert R. Sabuncu et al.   NEUROINFORMATICS

When Optimism Hurts: Inflated Predictions in Psychiatric Neuroimaging

(2013) Robert Whelan et al.   BIOLOGICAL PSYCHIATRY

The WU-Minn Human Connectome Project: An overview

(2013) David C. Van Essen et al.   NEUROIMAGE

The minimal preprocessing pipelines for the Human Connectome Project

(2013) Matthew F. Glasser et al.   NEUROIMAGE

Classification of schizophrenia patients and healthy controls from structural MRI scans in two large independent samples

(2012) Mireille Nieuwenhuis et al.   NEUROIMAGE

FreeSurfer

(2012) Bruce Fischl   NEUROIMAGE

Systematic meta-review and quality assessment of the structural brain alterations in schizophrenia

(2012) Alana M. Shepherd et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Using Support Vector Machine to identify imaging biomarkers of neurological and psychiatric disease: A critical review

(2012) Graziella Orrù et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Brain Surface Anatomy in Adults With Autism

(2012) Christine Ecker et al.   JAMA Psychiatry

Multivariate Searchlight Classification of Structural Magnetic Resonance Imaging in Children and Adolescents with Autism

(2011) Lucina Q. Uddin et al.   BIOLOGICAL PSYCHIATRY

Brain structure anomalies in autism spectrum disorder-a meta-analysis of VBM studies using anatomic likelihood estimation

(2011) Thomas Nickl-Jockschat et al.   HUMAN BRAIN MAPPING

Hypothalamus and pituitary volume in schizophrenia: a structural MRI study

(2011) Anne Klomp et al.   INTERNATIONAL JOURNAL OF NEUROPSYCHOPHARMACOLOGY

Grey matter abnormality in autism spectrum disorder: an activation likelihood estimation meta-analysis study

(2011) F. Cauda et al.   JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY

Patient classification as an outlier detection problem: An application of the One-Class Support Vector Machine

(2011) Janaina Mourão-Miranda et al.   NEUROIMAGE

Diagnostic neuroimaging across diseases

(2011) Stefan Klöppel et al.   NEUROIMAGE

The influence of head motion on intrinsic functional connectivity MRI

(2011) Koene R.A. Van Dijk et al.   NEUROIMAGE

Cortical Thickness and Subcortical Volumes in Schizophrenia and Bipolar Disorder

(2010) Lars M. Rimol et al.   BIOLOGICAL PSYCHIATRY

Changes of Brain Structure and Function in ADHD Children

(2010) Ming-guo Qiu et al.   BRAIN TOPOGRAPHY

Predictive models of autism spectrum disorder based on brain regional cortical thickness

(2009) Yun Jiao et al.   NEUROIMAGE

The Anatomy of First-Episode and Chronic Schizophrenia: An Anatomical Likelihood Estimation Meta-Analysis

(2008) Ian Ellison-Wright et al.   AMERICAN JOURNAL OF PSYCHIATRY

Towards a neuroanatomy of autism: A systematic review and meta-analysis of structural magnetic resonance imaging studies

(2007) Andrew C. Stanfield et al.   EUROPEAN PSYCHIATRY