A Review of Feature Reduction Techniques in Neuroimaging

Regularization Paths for Generalized Linear Models via Coordinate Descent

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

Partial least squares correlation of multivariate cognitive abilities and local brain structure in children and adolescents

(2013) G. Ziegler et al.   NEUROIMAGE

Multivariate decoding of brain images using ordinal regression

(2013) O.M. Doyle et al.   NEUROIMAGE

Prediction of individual subject's age across the human lifespan using diffusion tensor imaging: A machine learning approach

(2013) Benson Mwangi et al.   NEUROIMAGE

PRoNTo: Pattern Recognition for Neuroimaging Toolbox

(2013) J. Schrouff et al.   NEUROINFORMATICS

Disorder-Specific Predictive Classification of Adolescents with Attention Deficit Hyperactivity Disorder (ADHD) Relative to Autism Using Structural Magnetic Resonance Imaging

(2013) Lena Lim et al.   PLoS One

Multivariate Statistical Analyses for Neuroimaging Data

(2012) Anthony R. McIntosh et al.   Annual Review of Psychology

Multi-centre diagnostic classification of individual structural neuroimaging scans from patients with major depressive disorder

(2012) Benson Mwangi et al.   BRAIN

Identifying major depression using whole-brain functional connectivity: a multivariate pattern analysis

(2012) Ling-Li Zeng et al.   BRAIN

Neuroanatomical Assessment of Biological Maturity

(2012) Timothy T. Brown et al.   CURRENT BIOLOGY

Brain maturation: Predicting individual BrainAGE in children and adolescents using structural MRI

(2012) Katja Franke et al.   NEUROIMAGE

Nonlinear denoising and analysis of neuroimages with kernel principal component analysis and pre-image estimation

(2012) Peter Mondrup Rasmussen et al.   NEUROIMAGE

Automatic sleep staging using fMRI functional connectivity data

(2012) Enzo Tagliazucchi et al.   NEUROIMAGE

Dissociable effects of methylphenidate, atomoxetine and placebo on regional cerebral blood flow in healthy volunteers at rest: A multi-class pattern recognition approach

(2012) Andre F. Marquand et al.   NEUROIMAGE

Ensemble sparse classification of Alzheimer's disease

(2012) Manhua Liu et al.   NEUROIMAGE

Resting state FDG-PET functional connectivity as an early biomarker of Alzheimer's disease using conjoint univariate and independent component analyses

(2012) Paule-Joanne Toussaint et al.   NEUROIMAGE

The Challenges and Promise of Neuroimaging in Psychiatry

(2012) David E.J. Linden   NEURON

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

Pattern Recognition and Functional Neuroimaging Help to Discriminate Healthy Adolescents at Risk for Mood Disorders from Low Risk Adolescents

(2012) Janaina Mourão-Miranda et al.   PLoS One

Meta-analysis based SVM classification enables accurate detection of Alzheimer's disease across different clinical centers using FDG-PET and MRI

(2012) Juergen Dukart et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Pattern of neural responses to verbal fluency shows diagnostic specificity for schizophrenia and bipolar disorder

(2011) Sergi G Costafreda et al.   BMC Psychiatry

Decoding representations of scenes in the medial temporal lobes

(2011) Heidi M. Bonnici et al.   HIPPOCAMPUS

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

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

A review of multivariate methods for multimodal fusion of brain imaging data

(2011) Jing Sui et al.   JOURNAL OF NEUROSCIENCE METHODS

Regression shrinkage and selection via the lasso: a retrospective

(2011) Robert Tibshirani   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

From journal articles to computational models: a new automated tool

(2011) Tom M. Mitchell   NATURE METHODS

Large-scale automated synthesis of human functional neuroimaging data

(2011) Tal Yarkoni et al.   NATURE METHODS

Feature selection and classification of imbalanced datasets

(2011) Edouard Duchesnay et al.   NEUROIMAGE

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

(2011) Madhura Ingalhalikar et al.   NEUROIMAGE

Multi-voxel pattern analysis of fMRI data predicts clinical symptom severity

(2011) Marc N. Coutanche et al.   NEUROIMAGE

Characterization of groups using composite kernels and multi-source fMRI analysis data: Application to schizophrenia

(2011) Eduardo Castro et al.   NEUROIMAGE

Multimodal classification of Alzheimer's disease and mild cognitive impairment

(2011) Daoqiang Zhang et al.   NEUROIMAGE

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

Identification of MCI individuals using structural and functional connectivity networks

(2011) Chong-Yaw Wee et al.   NEUROIMAGE

Female children with autism spectrum disorder: An insight from mass-univariate and pattern classification analyses

(2011) Sara Calderoni 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

Pattern Classification of Working Memory Networks Reveals Differential Effects of Methylphenidate, Atomoxetine and Placebo in Healthy Volunteers

(2011) Andre F Marquand et al.   NEUROPSYCHOPHARMACOLOGY

Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson's correlation

(2011) M. Graña et al.   NEUROSCIENCE LETTERS

Brain decoding: Opportunities and challenges for pattern recognition

(2011) Dimitri Van De Ville et al.   PATTERN RECOGNITION

Neuroanatomical Differences in Toddler Boys With Fragile X Syndrome and Idiopathic Autism

(2010) Fumiko Hoeft et al.   ARCHIVES OF GENERAL PSYCHIATRY

Decoding Individual Episodic Memory Traces in the Human Hippocampus

(2010) Martin J. Chadwick et al.   CURRENT BIOLOGY

A Hybrid Machine Learning Method for Fusing fMRI and Genetic Data: Combining both Improves Classification of Schizophrenia

(2010) Honghui Yang et al.   Frontiers in Human Neuroscience

Comparison of multi-subject ICA methods for analysis of fMRI data

(2010) Erik Barry Erhardt et al.   HUMAN BRAIN MAPPING

Everything You Never Wanted to Know about Circular Analysis, but Were Afraid to Ask

(2010) Nikolaus Kriegeskorte et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

Quantitative analysis in clinical applications of brain MRI using independent component analysis coupled with support vector machine

(2010) Jyh-Wen Chai et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Control of Spatial and Feature-Based Attention in Frontoparietal Cortex

(2010) A. S. Greenberg et al.   JOURNAL OF NEUROSCIENCE

Developmental changes in multivariate neuroanatomical patterns that predict risk for psychosis in 22q11.2 deletion syndrome

(2010) Doron Gothelf et al.   JOURNAL OF PSYCHIATRIC RESEARCH

Principal component analysis-based techniques and supervised classification schemes for the early detection of Alzheimer's disease

(2010) M. López et al.   NEUROCOMPUTING

Estimating the age of healthy subjects from T1-weighted MRI scans using kernel methods: Exploring the influence of various parameters

(2010) Katja Franke et al.   NEUROIMAGE

Sparse logistic regression for whole-brain classification of fMRI data

(2010) Srikanth Ryali et al.   NEUROIMAGE

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

Comparison of multivariate classifiers and response normalizations for pattern-information fMRI

(2010) Masaya Misaki et al.   NEUROIMAGE

Visualization of nonlinear kernel models in neuroimaging by sensitivity maps

(2010) Peter Mondrup Rasmussen et al.   NEUROIMAGE

Evaluating imaging biomarkers for neurodegeneration in pre-symptomatic Huntington's disease using machine learning techniques

(2010) Angela Rizk-Jackson et al.   NEUROIMAGE

Detecting stable distributed patterns of brain activation using Gini contrast

(2010) Georg Langs et al.   NEUROIMAGE

Predicting subject-driven actions and sensory experience in a virtual world with Relevance Vector Machine Regression of fMRI data

(2010) Giancarlo Valente et al.   NEUROIMAGE

Enriched white matter connectivity networks for accurate identification of MCI patients

(2010) Chong-Yaw Wee et al.   NEUROIMAGE

Performance comparison of machine learning algorithms and number of independent components used in fMRI decoding of belief vs. disbelief

(2010) P.K. Douglas et al.   NEUROIMAGE

Penalized least squares regression methods and applications to neuroimaging

(2010) Florentina Bunea et al.   NEUROIMAGE

Partial Least Squares (PLS) methods for neuroimaging: A tutorial and review

(2010) Anjali Krishnan et al.   NEUROIMAGE

Recursive Cluster Elimination Based Support Vector Machine for Disease State Prediction Using Resting State Functional and Effective Brain Connectivity

(2010) Gopikrishna Deshpande et al.   PLoS One

Cerebral Microhemorrhage and Iron Deposition in Mild Cognitive Impairment: Susceptibility-weighted MR Imaging Assessment

(2010) Sven Haller et al.   RADIOLOGY

Prediction of Individual Brain Maturity Using fMRI

(2010) Nico U. F. Dosenbach et al.   SCIENCE

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

Applications of multivariate pattern classification analyses in developmental neuroimaging of healthy and clinical populations

(2009) Signe Bray   Frontiers in Human Neuroscience

Coordinate-based activation likelihood estimation meta-analysis of neuroimaging data: A random-effects approach based on empirical estimates of spatial uncertainty

(2009) Simon B. Eickhoff et al.   HUMAN BRAIN MAPPING

Computational anatomy with the SPM software

(2009) John Ashburner   MAGNETIC RESONANCE IMAGING

Disease state prediction from resting state functional connectivity

(2009) R. Cameron Craddock et al.   MAGNETIC RESONANCE IN MEDICINE

Circular analysis in systems neuroscience: the dangers of double dipping

(2009) Nikolaus Kriegeskorte et al.   NATURE NEUROSCIENCE

Meta-analysis of neuroimaging data: A comparison of image-based and coordinate-based pooling of studies

(2009) Gholamreza Salimi-Khorshidi et al.   NEUROIMAGE

Linking functional and structural brain images with multivariate network analyses: A novel application of the partial least square method

(2009) Kewei Chen et al.   NEUROIMAGE

Spatially augmented LPboosting for AD classification with evaluations on the ADNI dataset

(2009) Chris Hinrichs 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

Quantitative prediction of subjective pain intensity from whole-brain fMRI data using Gaussian processes

(2009) Andre Marquand et al.   NEUROIMAGE

SVM-based computer-aided diagnosis of the Alzheimer's disease using t-test NMSE feature selection with feature correlation weighting

(2009) R. Chaves et al.   NEUROSCIENCE LETTERS

Prognostic and Diagnostic Potential of the Structural Neuroanatomy of Depression

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

A principal component network analysis of prefrontal-limbic functional magnetic resonance imaging time series in schizophrenia patients and healthy controls

(2009) Anca R. Rădulescu et al.   PSYCHIATRY RESEARCH-NEUROIMAGING

Automatic classification of MR scans in Alzheimer's disease

(2008) S. Kloppel et al.   BRAIN

The effect of respiration variations on independent component analysis results of resting state functional connectivity

(2008) Rasmus M. Birn et al.   HUMAN BRAIN MAPPING

Block-Coordinate Gradient Descent Method for Linearly Constrained Nonsmooth Separable Optimization

(2008) P. Tseng et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

Multivariate analysis of fMRI time series: classification and regression of brain responses using machine learning

(2008) Elia Formisano et al.   MAGNETIC RESONANCE IMAGING

Application of principal component analysis to distinguish patients with schizophrenia from healthy controls based on fractional anisotropy measurements

(2008) A. Caprihan et al.   NEUROIMAGE

Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns

(2008) Federico De Martino et al.   NEUROIMAGE

A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data

(2008) Vince D. Calhoun et al.   NEUROIMAGE

Prediction and interpretation of distributed neural activity with sparse models

(2008) M CARROLL et al.   NEUROIMAGE

Support vector machine-based classification of Alzheimer’s disease from whole-brain anatomical MRI

(2008) Benoît Magnin et al.   NEURORADIOLOGY

Performance of feature-selection methods in the classification of high-dimension data

(2008) Jianping Hua et al.   PATTERN RECOGNITION

Pattern Classification of Sad Facial Processing: Toward the Development of Neurobiological Markers in Depression

(2007) Cynthia H.Y. Fu et al.   BIOLOGICAL PSYCHIATRY

Brain Reading Using Full Brain Support Vector Machines for Object Recognition: There Is No “Face” Identification Area

(2007) Stephen José Hanson et al.   NEURAL COMPUTATION

Fisher discriminative analysis of resting-state brain function for attention-deficit/hyperactivity disorder

(2007) Chao-Zhe Zhu et al.   NEUROIMAGE

Detection of prodromal Alzheimer's disease via pattern classification of magnetic resonance imaging

(2006) Christos Davatzikos et al.   NEUROBIOLOGY OF AGING