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

Neighbourhood approximation using randomized forests

(2013) Ender Konukoglu et al.   MEDICAL IMAGE ANALYSIS

Analytic estimation of statistical significance maps for support vector machine based multi-variate image analysis and classification

(2013) Bilwaj Gaonkar et al.   NEUROIMAGE

Can structural MRI aid in clinical classification? A machine learning study in two independent samples of patients with schizophrenia, bipolar disorder and healthy subjects

(2013) Hugo G. Schnack et al.   NEUROIMAGE

The Relevance Voxel Machine (RVoxM): A Self-Tuning Bayesian Model for Informative Image-Based Prediction

(2012) Mert R. Sabuncu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

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

Classification of Different Therapeutic Responses of Major Depressive Disorder with Multivariate Pattern Analysis Method Based on Structural MR Scans

(2012) Feng Liu et al.   PLoS One

Prediction of illness severity in patients with major depression using structural MR brain scans

(2011) Benson Mwangi et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images

(2011) Carlton Chu 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

Diagnostic neuroimaging across diseases

(2011) Stefan Klöppel et al.   NEUROIMAGE

Individualized prediction of illness course at the first psychotic episode: a support vector machine MRI study

(2011) J. Mourao-Miranda et al.   PSYCHOLOGICAL MEDICINE

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

The clinical use of structural MRI in Alzheimer disease

(2010) Giovanni B. Frisoni et al.   Nature Reviews Neurology

Predicting clinical scores from magnetic resonance scans in Alzheimer's disease

(2010) Cynthia M. Stonnington et al.   NEUROIMAGE

High-dimensional pattern regression using machine learning: From medical images to continuous clinical variables

(2010) Ying Wang et al.   NEUROIMAGE

Machine learning classification with confidence: Application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression

(2010) Ilia Nouretdinov et al.   NEUROIMAGE

Multivariate analysis of MRI data for Alzheimer's disease, mild cognitive impairment and healthy controls

(2010) Eric Westman 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

Use of Neuroanatomical Pattern Classification to Identify Subjects in At-Risk Mental States of Psychosis and Predict Disease Transition

(2009) Nikolaos Koutsouleris et al.   ARCHIVES OF GENERAL PSYCHIATRY

Longitudinal progression of Alzheimer's-like patterns of atrophy in normal older adults: the SPARE-AD index

(2009) C. Davatzikos et al.   BRAIN

Automated MRI-based classification of primary progressive aphasia variants

(2009) Stephen M. Wilson et al.   NEUROIMAGE

Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease

(2009) Claudia Plant et al.   NEUROIMAGE

Investigating the predictive value of whole-brain structural MR scans in autism: A pattern classification approach

(2009) Christine Ecker et al.   NEUROIMAGE

Automatic detection of preclinical neurodegeneration: Presymptomatic Huntington disease

(2009) S. Kloppel et al.   NEUROLOGY

Neurodegenerative Diseases Target Large-Scale Human Brain Networks

(2009) William W. Seeley et al.   NEURON

Prognostic and Diagnostic Potential of the Structural Neuroanatomy of Depression

(2009) Sergi G. Costafreda et al.   PLoS One

Quantitative Analysis of Lesion Morphology and Texture Features for Diagnostic Prediction in Breast MRI

(2008) Ke Nie et al.   ACADEMIC RADIOLOGY

Automated Computer Differential Classification in Parkinsonian Syndromes via Pattern Analysis on MRI

(2008) Simon Duchesne et al.   ACADEMIC RADIOLOGY

POIMs: positional oligomer importance matrices—understanding support vector machine-based signal detectors

(2008) Sören Sonnenburg et al.   BIOINFORMATICS

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Automatic classification of MR scans in Alzheimer's disease

(2008) S. Kloppel et al.   BRAIN

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

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

Individual patient diagnosis of AD and FTD via high-dimensional pattern classification of MRI

(2008) C. Davatzikos et al.   NEUROIMAGE

Antemortem MRI based STructural Abnormality iNDex (STAND)-scores correlate with postmortem Braak neurofibrillary tangle stage

(2008) Prashanthi Vemuri et al.   NEUROIMAGE

Bayesian decoding of brain images

(2007) Karl Friston et al.   NEUROIMAGE

Automated cortical thickness measurements from MRI can accurately separate Alzheimer's patients from normal elderly controls

(2006) Jason P. Lerch et al.   NEUROBIOLOGY OF AGING