Support Vector Machine Classification of Obsessive-Compulsive Disorder Based on Whole-Brain Volumetry and Diffusion Tensor Imaging

Cortical thickness and white matter integrity abnormalities in obsessive-compulsive disorder: A combined multimodal surface-based morphometry and tract-based spatial statistics study

(2018) Cong Zhou et al.   DEPRESSION AND ANXIETY

Pattern recognition of magnetic resonance imaging-based gray matter volume measurements classifies bipolar disorder and major depressive disorder

(2018) Harry Rubin-Falcone et al.   JOURNAL OF AFFECTIVE DISORDERS

Abnormal segments of right uncinate fasciculus and left anterior thalamic radiation in major and bipolar depression

(2018) Feng Deng et al.   PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY

The relevance of feature selection methods to the classification of obsessive-compulsive disorder based on volumetric measures

(2017) Lucas R. Trambaiolli et al.   JOURNAL OF AFFECTIVE DISORDERS

A review on neuroimaging-based classification studies and associated feature extraction methods for Alzheimer's disease and its prodromal stages

(2017) Saima Rathore et al.   NEUROIMAGE

Abnormal regional spontaneous neuronal activity associated with symptom severity in treatment-naive patients with obsessive-compulsive disorder revealed by resting-state functional MRI

(2017) Linlin Qiu et al.   NEUROSCIENCE LETTERS

Evaluating the diagnostic utility of applying a machine learning algorithm to diffusion tensor MRI measures in individuals with major depressive disorder

(2017) David M. Schnyer et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Patterns of white matter microstructure in individuals at ultra-high-risk for psychosis: associations to level of functioning and clinical symptoms

(2017) K. Krakauer et al.   PSYCHOLOGICAL MEDICINE

Multisite Machine Learning Analysis Provides a Robust Structural Imaging Signature of Schizophrenia Detectable Across Diverse Patient Populations and Within Individuals

(2017) Martin Rozycki et al.   SCHIZOPHRENIA BULLETIN

The neural correlates of obsessive-compulsive disorder: a multimodal perspective

(2017) P S Moreira et al.   Translational Psychiatry

Relationship between symptom dimensions and brain morphology in obsessive-compulsive disorder

(2016) Motohisa Hirose et al.   Brain Imaging and Behavior

Multivariate pattern analysis of obsessive–compulsive disorder using structural neuroanatomy

(2016) Xinyu Hu et al.   EUROPEAN NEUROPSYCHOPHARMACOLOGY

Disrupted white matter connectivity underlying developmental dyslexia: A machine learning approach

(2016) Zaixu Cui et al.   HUMAN BRAIN MAPPING

Dynamic functional–structural coupling within acute functional state change phases: Evidence from a depression recognition study

(2016) Kun Bi et al.   JOURNAL OF AFFECTIVE DISORDERS

Machine Learning Applied to Alzheimer Disease

(2016) R. Nick Bryan   RADIOLOGY

Can Neuroimaging Provide Reliable Biomarkers for Obsessive-Compulsive Disorder? A Narrative Review

(2016) Ilana Frydman et al.   Current Psychiatry Reports

Widespread structural brain changes in OCD: A systematic review of voxel-based morphometry studies

(2015) Federica Piras et al.   CORTEX

Multimodal analysis of functional and structural disconnection in Alzheimer's disease using multiple kernel SVM

(2015) Martin Dyrba et al.   HUMAN BRAIN MAPPING

Meta-analytic investigations of structural grey matter, executive domain-related functional activations, and white matter diffusivity in obsessive compulsive disorder: An integrative review

(2015) Goi Khia Eng et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

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

Support Vector Machine Classification of Major Depressive Disorder Using Diffusion-Weighted Neuroimaging and Graph Theory

(2015) Matthew D. Sacchet et al.   Frontiers in Psychiatry

Diffusion tensor imaging (DTI) studies in patients with obsessive-compulsive disorder (OCD): A review

(2014) Kathrin Koch et al.   JOURNAL OF PSYCHIATRIC RESEARCH

Discovering brain regions relevant to obsessive–compulsive disorder identification through bagging and transduction

(2014) Emilio Parrado-Hernández et al.   MEDICAL IMAGE ANALYSIS

Multimodal Voxel-Based Meta-Analysis of White Matter Abnormalities in Obsessive–Compulsive Disorder

(2014) Joaquim Radua et al.   NEUROPSYCHOPHARMACOLOGY

Voxel-based clustered imaging by multiparameter diffusion tensor images for glioma grading

(2014) Rika Inano et al.   NeuroImage-Clinical

Aberrant error processing in relation to symptom severity in obsessive–compulsive disorder: A multimodal neuroimaging study

(2014) Yigal Agam et al.   NeuroImage-Clinical

Individual classification of children with epilepsy using support vector machine with multiple indices of diffusion tensor imaging

(2014) Ishmael Amarreh et al.   NeuroImage-Clinical

Multivariate pattern analysis of DTI reveals differential white matter in individuals with obsessive-compulsive disorder

(2013) Fei Li et al.   HUMAN BRAIN MAPPING

Predicting obsessive–compulsive disorder severity combining neuroimaging and machine learning methods

(2013) Marcelo Q. Hoexter et al.   JOURNAL OF AFFECTIVE DISORDERS

PRoNTo: Pattern Recognition for Neuroimaging Toolbox

(2013) J. Schrouff et al.   NEUROINFORMATICS

Abnormal Resting-State Activities and Functional Connectivities of the Anterior and the Posterior Cortexes in Medication-Naïve Patients with Obsessive-Compulsive Disorder

(2013) Yuqi Cheng et al.   PLoS One

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

Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features

(2012) A. Besga et al.   NEUROSCIENCE LETTERS

Using Support Vector Machines with Multiple Indices of Diffusion for Automated Classification of Mild Cognitive Impairment

(2012) Laurence O'Dwyer et al.   PLoS One

Frontal Lobe and Posterior Parietal Contributions to the Cortico-cerebellar System

(2011) Narender Ramnani   CEREBELLUM

Individual voxel-based subtype prediction can differentiate progressive supranuclear palsy from idiopathic parkinson syndrome and healthy controls

(2011) Niels K. Focke et al.   HUMAN BRAIN MAPPING

Diffusion based abnormality markers of pathology: Toward learned diagnostic prediction of ASD

(2011) Madhura Ingalhalikar et al.   NEUROIMAGE

Diagnostic neuroimaging across diseases

(2011) Stefan Klöppel et al.   NEUROIMAGE

Meta-analytical Comparison of Voxel-Based Morphometry Studies in Obsessive-Compulsive Disorder vs Other Anxiety Disorders

(2010) Joaquim Radua et al.   ARCHIVES OF GENERAL PSYCHIATRY

Evidence for topographic organization in the cerebellum of motor control versus cognitive and affective processing

(2010) Catherine J. Stoodley et al.   CORTEX

Enriched white matter connectivity networks for accurate identification of MCI patients

(2010) Chong-Yaw Wee et al.   NEUROIMAGE

Reduced gray matter volume of dorsal cingulate cortex in patients with obsessive-compulsive disorder: A voxel-based morphometric study

(2010) Ryohei Matsumoto et al.   PSYCHIATRY AND CLINICAL NEUROSCIENCES

Voxel-wise meta-analysis of grey matter changes in obsessive–compulsive disorder

(2009) Joaquim Radua et al.   BRITISH JOURNAL OF PSYCHIATRY

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

(2009) Christine Ecker et al.   NEUROIMAGE

Neurodegenerative Diseases Target Large-Scale Human Brain Networks

(2009) William W. Seeley et al.   NEURON

Stereotaxic white matter atlas based on diffusion tensor imaging in an ICBM template

(2008) Susumu Mori et al.   NEUROIMAGE

Integrating evidence from neuroimaging and neuropsychological studies of obsessive-compulsive disorder: The orbitofronto-striatal model revisited

(2007) Lara Menzies et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS