Addressing Confounding in Predictive Models with an Application to Neuroimaging

Multi-Atlas Skull-Stripping

(2013) Jimit Doshi et al.   ACADEMIC RADIOLOGY

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

(2013) Bilwaj Gaonkar et al.   NEUROIMAGE

Multivariate pattern classification of gray matter pathology in multiple sclerosis

(2012) Kerstin Bendfeldt et al.   NEUROIMAGE

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

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

Default mode network activity in schizophrenia studied at resting state using probabilistic ICA

(2012) Gianluca Mingoia et al.   SCHIZOPHRENIA RESEARCH

ccSVM: correcting Support Vector Machines for confounding factors in biological data classification

(2011) L. Li et al.   BIOINFORMATICS

Joint Modeling of Anatomical and Functional Connectivity for Population Studies

(2011) A. Venkataraman et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Spatial regularization of SVM for the detection of diffusion alterations associated with stroke outcome

(2011) Rémi Cuingnet et al.   MEDICAL IMAGE ANALYSIS

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

(2011) Peter C. Austin   MULTIVARIATE BEHAVIORAL RESEARCH

Functional principal component model for high-dimensional brain imaging

(2011) Vadim Zipunnikov et al.   NEUROIMAGE

A unifying view on dataset shift in classification

(2011) Jose G. Moreno-Torres et al.   PATTERN RECOGNITION

Age Correction in Dementia – Matching to a Healthy Brain

(2011) Juergen Dukart et al.   PLoS One

Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification

(2010) Christos Davatzikos et al.   NEUROBIOLOGY OF AGING

Prognostic prediction of therapeutic response in depression using high-field MR imaging

(2010) Qiyong Gong et al.   NEUROIMAGE

Decoding brain states from fMRI connectivity graphs

(2010) Jonas Richiardi et al.   NEUROIMAGE

Detecting stable distributed patterns of brain activation using Gini contrast

(2010) Georg Langs 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

Elucidating a Magnetic Resonance Imaging-Based Neuroanatomic Biomarker for Psychosis: Classification Analysis Using Probabilistic Brain Atlas and Machine Learning Algorithms

(2009) Daqiang Sun et al.   BIOLOGICAL PSYCHIATRY

Functional Generalized Linear Models with Images as Predictors

(2009) Philip T. Reiss et al.   BIOMETRICS

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

(2009) C. Davatzikos et al.   BRAIN

Disease state prediction from resting state functional connectivity

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

Prognostic and Diagnostic Potential of the Structural Neuroanatomy of Depression

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

Constructing Inverse Probability Weights for Marginal Structural Models

(2008) S. R. Cole et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Automatic classification of MR scans in Alzheimer's disease

(2008) S. Kloppel et al.   BRAIN

Source-based morphometry: The use of independent component analysis to identify gray matter differences with application to schizophrenia

(2008) Lai Xu et al.   HUMAN BRAIN MAPPING

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

(2008) Federico De Martino et al.   NEUROIMAGE

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

(2008) C. Davatzikos et al.   NEUROIMAGE

Alzheimer's disease diagnosis in individual subjects using structural MR images: Validation studies

(2007) Prashanthi Vemuri et al.   NEUROIMAGE