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

Studying depression using imaging and machine learning methods

(2016) Meenal J. Patel et al.   NeuroImage-Clinical

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

Comparison of Machine Classification Algorithms for Fibromyalgia: Neuroimages Versus Self-Report

(2015) Michael E. Robinson et al.   JOURNAL OF PAIN

From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnostics

(2015) Thomas Wolfers et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Discussion: “A significance test for the lasso”

(2014) Peter Bühlmann et al.   ANNALS OF STATISTICS

A Comparison of Supervised Machine Learning Algorithms and Feature Vectors for MS Lesion Segmentation Using Multimodal Structural MRI

(2014) Elizabeth M. Sweeney et al.   PLoS One

Neuroanatomical Classification in a Population-Based Sample of Psychotic Major Depression and Bipolar I Disorder with 1 Year of Diagnostic Stability

(2014) Mauricio H. Serpa et al.   Biomed Research International

Systematic review and voxel-based meta-analysis of diffusion tensor imaging studies in bipolar disorder

(2013) Gareth Nortje et al.   JOURNAL OF AFFECTIVE DISORDERS

Statistical analysis of brain tissue images in the wavelet domain: Wavelet-based morphometry

(2013) Erick Jorge Canales-Rodríguez 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

Different multivariate techniques for automated classification of MRI data in Alzheimer’s disease and mild cognitive impairment

(2013) Carlos Aguilar et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Machine learning and radiology

(2012) Shijun Wang et al.   MEDICAL IMAGE ANALYSIS

Combined structural and resting-state functional MRI analysis of sexual dimorphism in the young adult human brain: An MVPA approach

(2012) Lubin Wang et al.   NEUROIMAGE

Anatomical Brain Images Alone Can Accurately Diagnose Chronic Neuropsychiatric Illnesses

(2012) Ravi Bansal et al.   PLoS One

Classification of Structural MRI Images in Alzheimer's Disease from the Perspective of Ill-Posed Problems

(2012) Ramon Casanova et al.   PLoS One

FSL

(2011) Mark Jenkinson 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

Neuroanatomical abnormalities in schizophrenia: A multimodal voxelwise meta-analysis and meta-regression analysis

(2011) Emre Bora et al.   SCHIZOPHRENIA RESEARCH

Medial prefrontal cortex pathology in schizophrenia as revealed by convergent findings from multimodal imaging

(2010) E Pomarol-Clotet et al.   MOLECULAR PSYCHIATRY

Anatomy of bipolar disorder and schizophrenia: A meta-analysis

(2010) Ian Ellison-Wright et al.   SCHIZOPHRENIA RESEARCH

Computational anatomy with the SPM software

(2009) John Ashburner   MAGNETIC RESONANCE IMAGING

Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme

(2009) Evangelia I. Zacharaki et al.   MAGNETIC RESONANCE IN MEDICINE

Machine learning classifiers and fMRI: A tutorial overview

(2008) Francisco Pereira et al.   NEUROIMAGE