Classification of multi-site MR images in the presence of heterogeneity using multi-task learning☆

[1]  J. Whitwell,et al.  Alzheimer's disease neuroimaging , 2018, Current opinion in neurology.

[2]  Daniel H Mathalon,et al.  Reliability of an fMRI paradigm for emotional processing in a multisite longitudinal study: Clarification and implications for statistical power , 2018, Human brain mapping.

[3]  Long-Biao Cui,et al.  Putamen-related regional and network functional deficits in first-episode schizophrenia with auditory verbal hallucinations , 2016, Schizophrenia Research.

[4]  Wagner F. Gattaz,et al.  Patterns of regional gray matter loss at different stages of schizophrenia: A multisite, cross-sectional VBM study in first-episode and chronic illness☆ , 2016, NeuroImage: Clinical.

[5]  Ludovico Minati,et al.  Longitudinal reproducibility of default-mode network connectivity in healthy elderly participants: A multicentric resting-state fMRI study , 2016, NeuroImage.

[6]  Daniel R Weinberger,et al.  Finding the Elusive Psychiatric "Lesion" With 21st-Century Neuroanatomy: A Note of Caution. , 2015, The American journal of psychiatry.

[7]  Gary Donohoe,et al.  Emotion and Theory of Mind in Schizophrenia—Investigating the Role of the Cerebellum , 2015, The Cerebellum.

[8]  Christos Davatzikos,et al.  Classification of MRI under the Presence of Disease Heterogeneity using Multi-Task Learning: Application to Bipolar Disorder , 2015, MICCAI.

[9]  Jiayu Chen,et al.  Patterns of Gray Matter Abnormalities in Schizophrenia Based on an International Mega-analysis. , 2015, Schizophrenia bulletin.

[10]  V. Mittal,et al.  Dysfunctional Activation of the Cerebellum in Schizophrenia , 2015, Clinical psychological science : a journal of the Association for Psychological Science.

[11]  Aysenil Belger,et al.  Reliability of an fMRI paradigm for emotional processing in a multisite longitudinal study , 2015, Human brain mapping.

[12]  Hui-Feng Duan,et al.  A longitudinal study on intrinsic connectivity of hippocampus associated with positive symptom in first-episode schizophrenia , 2015, Behavioural Brain Research.

[13]  Jessica R. Cohen,et al.  Cognitive correlates of gray matter abnormalities in adolescent siblings of patients with childhood-onset schizophrenia , 2015, Schizophrenia Research.

[14]  Shannon L. Risacher,et al.  Cortical surface biomarkers for predicting cognitive outcomes using group l 2,1 norm , 2015, Neurobiology of Aging.

[15]  Olaf Sporns,et al.  Disrupted modular architecture of cerebellum in schizophrenia: a graph theoretic analysis. , 2014, Schizophrenia bulletin.

[16]  Magda Tsolaki,et al.  Multisite longitudinal reliability of tract-based spatial statistics in diffusion tensor imaging of healthy elderly subjects , 2014, NeuroImage.

[17]  N. Mashal,et al.  The role of the precuneus in metaphor comprehension: evidence from an fMRI study in people with schizophrenia and healthy participants , 2014, Front. Hum. Neurosci..

[18]  Matthias J. Müller,et al.  Dysconnectivity of the inferior frontal gyrus: Implications for an impaired self-other distinction in patients with schizophrenia , 2014, Psychiatry Research: Neuroimaging.

[19]  Christos Davatzikos,et al.  Accelerated brain aging in schizophrenia and beyond: a neuroanatomical marker of psychiatric disorders. , 2014, Schizophrenia bulletin.

[20]  M. Casiello,et al.  Patients with Poor Response to Antipsychotics Have a More Severe Pattern of Frontal Atrophy: A Voxel-Based Morphometry Study of Treatment Resistance in Schizophrenia , 2014, BioMed research international.

[21]  Suvrit Sra,et al.  Towards an optimal stochastic alternating direction method of multipliers , 2014, ICML.

[22]  Michael J. Brammer,et al.  Bayesian multi-task learning for decoding multi-subject neuroimaging data , 2014, NeuroImage.

[23]  Richard Frayne,et al.  Reliability of neuroanatomical measurements in a multisite longitudinal study of youth at risk for psychosis , 2014, Human brain mapping.

[24]  Kiyoto Kasai,et al.  Distinct effects of duration of untreated psychosis on brain cortical activities in different treatment phases of schizophrenia: A multi-channel near-infrared spectroscopy study , 2014, Progress in Neuro-Psychopharmacology and Biological Psychiatry.

[25]  S. Khushu,et al.  Motor function deficits in schizophrenia: an fMRI and VBM study , 2014, Neuroradiology.

[26]  Robert D. Nowak,et al.  Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis , 2013, NIPS.

[27]  Scott K. Holland,et al.  Combined analysis of sMRI and fMRI imaging data provides accurate disease markers for hearing impairment☆ , 2013, NeuroImage: Clinical.

[28]  Jared A. Nielsen,et al.  Multisite functional connectivity MRI classification of autism: ABIDE results , 2013, Front. Hum. Neurosci..

[29]  N. Andreasen,et al.  Progressive brain changes in schizophrenia related to antipsychotic treatment? A meta-analysis of longitudinal MRI studies , 2013, Neuroscience & Biobehavioral Reviews.

[30]  Christos Davatzikos,et al.  Neuroanatomical pattern classification in a population-based sample of first-episode schizophrenia , 2013, Progress in Neuro-psychopharmacology and Biological Psychiatry.

[31]  A. Vita,et al.  Progressive loss of cortical gray matter in schizophrenia: a meta-analysis and meta-regression of longitudinal MRI studies , 2012, Translational Psychiatry.

[32]  P. Liddle,et al.  Aberrant cortical gyrification in schizophrenia: a surface-based morphometry study. , 2012, Journal of psychiatry & neuroscience : JPN.

[33]  Eric Guedj,et al.  Schizophrenia with preserved insight is associated with increased perfusion of the precuneus. , 2012, Journal of psychiatry & neuroscience : JPN.

[34]  Mark S. Cohen,et al.  Insights into multimodal imaging classification of ADHD , 2012, Front. Syst. Neurosci..

[35]  Hal Daumé,et al.  Learning Task Grouping and Overlap in Multi-task Learning , 2012, ICML.

[36]  Peter F. Liddle,et al.  Structural correlates of auditory hallucinations in schizophrenia: A meta-analysis , 2012, Schizophrenia Research.

[37]  Michele T. Diaz,et al.  Function biomedical informatics research network recommendations for prospective multicenter functional MRI studies , 2012, Journal of magnetic resonance imaging : JMRI.

[38]  Jieping Ye,et al.  Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks , 2010, TKDD.

[39]  P. Liddle,et al.  Does the salience network play a cardinal role in psychosis? An emerging hypothesis of insular dysfunction. , 2012, Journal of psychiatry & neuroscience : JPN.

[40]  Y. Kawasaki,et al.  A follow-up MRI study of the fusiform gyrus and middle and inferior temporal gyri in schizophrenia spectrum , 2011, Progress in Neuro-Psychopharmacology and Biological Psychiatry.

[41]  Shannon L. Risacher,et al.  Sparse multi-task regression and feature selection to identify brain imaging predictors for memory performance , 2011, 2011 International Conference on Computer Vision.

[42]  D. Collier,et al.  Volume increases in putamen associated with positive symptom reduction in previously drug-naive schizophrenia after 6 weeks antipsychotic treatment , 2011, Psychological Medicine.

[43]  Nikos Paragios,et al.  DRAMMS: Deformable Registration via Attribute Matching and Mutual-Saliency Weighting , 2009, IPMI.

[44]  Naphtali Rishe,et al.  Sub‐patterns of language network reorganization in pediatric localization related epilepsy: A multisite study , 2011, Human brain mapping.

[45]  Ronald Pierson,et al.  Long-term antipsychotic treatment and brain volumes: a longitudinal study of first-episode schizophrenia. , 2011, Archives of general psychiatry.

[46]  Jessica A. Turner,et al.  Multisite reliability of cognitive BOLD data , 2011, NeuroImage.

[47]  Q. Gong,et al.  Brain anatomical abnormalities in high-risk individuals, first-episode, and chronic schizophrenia: an activation likelihood estimation meta-analysis of illness progression. , 2011, Schizophrenia bulletin.

[48]  Claude Lepage,et al.  Mapping reliability in multicenter MRI: Voxel‐based morphometry and cortical thickness , 2010, Human brain mapping.

[49]  Jürgen R. Reichenbach,et al.  Increased parahippocampal and lingual gyrification in first-episode schizophrenia , 2010, Schizophrenia Research.

[50]  Qiang Yang,et al.  A Survey on Transfer Learning , 2010, IEEE Transactions on Knowledge and Data Engineering.

[51]  Jieping Ye,et al.  Learning incoherent sparse and low-rank patterns from multiple tasks , 2010 .

[52]  Edward T Bullmore,et al.  Morphometric brain abnormalities in schizophrenia in a population-based sample: relationship to duration of illness. , 2010, Schizophrenia bulletin.

[53]  P. McGuire,et al.  Regional Gray Matter Volume in Monozygotic Twins Concordant and Discordant for Schizophrenia , 2010, Biological Psychiatry.

[54]  Ben Taskar,et al.  Joint covariate selection and joint subspace selection for multiple classification problems , 2010, Stat. Comput..

[55]  C. Price.  The anatomy of language: a review of 100 fMRI studies published in 2009 , 2010, Annals of the New York Academy of Sciences.

[56]  Dewen Hu,et al.  Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI , 2010, NeuroImage.

[57]  M. Kubicki,et al.  Functional and anatomical connectivity abnormalities in left inferior frontal gyrus in schizophrenia , 2009, Human brain mapping.

[58]  Greg G. Brown,et al.  Dysregulation of working memory and default‐mode networks in schizophrenia using independent component analysis, an fBIRN and MCIC study , 2009, Human brain mapping.

[59]  M. Buchsbaum,et al.  Poor outcome in chronic schizophrenia is associated with progressive loss of volume of the putamen , 2009, Schizophrenia Research.

[60]  Vince D. Calhoun,et al.  Feature-Based Fusion of Medical Imaging Data , 2009, IEEE Transactions on Information Technology in Biomedicine.

[61]  A. Toga,et al.  Multisite neuroimaging trials , 2009, Current opinion in neurology.

[62]  Miranka Wirth,et al.  Encoding deficit during face processing within the right fusiform face area in schizophrenia , 2009, Psychiatry Research: Neuroimaging.

[63]  Jieping Ye,et al.  An accelerated gradient method for trace norm minimization , 2009, ICML '09.

[64]  T. Crow,et al.  Reduced neuron density, enlarged minicolumn spacing and altered ageing effects in fusiform cortex in schizophrenia , 2009, Psychiatry Research.

[65]  G. Pearlson.  Multisite collaborations and large databases in psychiatric neuroimaging: advantages, problems, and challenges. , 2009, Schizophrenia bulletin.

[66]  Michele T. Diaz,et al.  Voxel-based morphometric multisite collaborative study on schizophrenia. , 2009, Schizophrenia bulletin.

[67]  A W Toga,et al.  Working memory and DLPFC inefficiency in schizophrenia: the FBIRN study. , 2009, Schizophrenia bulletin.

[68]  H. Möller,et al.  Structural brain alterations at different stages of schizophrenia: A voxel-based morphometric study , 2008, Schizophrenia Research.

[69]  Robert S. Astur,et al.  An fMRI study of working memory in first-degree unaffected relatives of schizophrenia patients , 2008, Schizophrenia Research.

[70]  E. Bullmore,et al.  The anatomy of first-episode and chronic schizophrenia: an anatomical likelihood estimation meta-analysis. , 2008, The American journal of psychiatry.

[71]  N. Andreasen,et al.  The Role of the Cerebellum in Schizophrenia , 2008, Biological Psychiatry.

[72]  Denise C Park,et al.  Investigation and validation of intersite fMRI studies using the same imaging hardware , 2008, Journal of magnetic resonance imaging : JMRI.

[73]  Nadim Joni Shah,et al.  Increased neural response related to neutral faces in individuals at risk for psychosis , 2008, NeuroImage.

[74]  D. Hu,et al.  Functional asymmetry in the cerebellum: A brief review , 2008, The Cerebellum.

[75]  R. Murray,et al.  Grey matter abnormalities in Brazilians with first-episode psychosis. , 2007, The British journal of psychiatry. Supplement.

[76]  M. Brammer,et al.  Multisite fMRI reproducibility of a motor task using identical MR systems , 2007, Journal of magnetic resonance imaging : JMRI.

[77]  C. Caltagirone,et al.  Prefrontal–thalamic–cerebellar gray matter networks and executive functioning in schizophrenia , 2007, Schizophrenia Research.

[78]  Lawrence Carin,et al.  Multi-Task Learning for Classification with Dirichlet Process Priors , 2007, J. Mach. Learn. Res..

[79]  J. Decety,et al.  Social brain dysfunctions in schizophrenia: A review of neuroimaging studies , 2006, Psychiatry Research: Neuroimaging.

[80]  Mark D'Esposito,et al.  Preserved function of the fusiform face area in schizophrenia as revealed by fMRI , 2006, Psychiatry Research: Neuroimaging.

[81]  Gary H. Glover,et al.  Reducing inter-scanner variability of activation in a multicenter fMRI study: Role of smoothness equalization , 2006, NeuroImage.

[82]  Enrico Simonotto,et al.  Functional Imaging as a Predictor of Schizophrenia , 2006, Biological Psychiatry.

[83]  J. Lieberman,et al.  Brain volume in first-episode schizophrenia , 2006, British Journal of Psychiatry.

[84]  Xu-Feng Huang,et al.  Increased cannabinoid receptor density in the posterior cingulate cortex in schizophrenia , 2006, Experimental Brain Research.

[85]  M. Herrmann,et al.  Facial affect decoding in schizophrenic disorders: A study using event-related potentials , 2006, Psychiatry Research.

[86]  Dong Wen.  Face Perception in Schizophrenia:A Functional Magnetic Resonance Imaging Study , 2006 .

[87]  T. Crow,et al.  Regional deficits in brain volume in schizophrenia: a meta-analysis of voxel-based morphometry studies. , 2005, The American journal of psychiatry.

[88]  David C. Van Essen,et al.  A Population-Average, Landmark- and Surface-based (PALS) atlas of human cerebral cortex , 2005, NeuroImage.

[89]  B. Turetsky,et al.  Whole-brain morphometric study of schizophrenia revealing a spatially complex set of focal abnormalities. , 2005, Archives of general psychiatry.

[90]  Ulrich Schall,et al.  Functional MRI of facial emotion recognition deficits in schizophrenia and their electrophysiological correlates , 2005, The European journal of neuroscience.

[91]  James J Levitt,et al.  Reduced left angular gyrus volume in first-episode schizophrenia. , 2005, The American journal of psychiatry.

[92]  R. McCarley,et al.  Association between reduced extraversion and right posterior fusiform gyrus gray matter reduction in chronic schizophrenia. , 2005, The American journal of psychiatry.

[93]  D. V. van Essen,et al.  A Population-Average, Landmark- and Surface-based (PALS) atlas of human cerebral cortex. , 2005, NeuroImage.

[94]  J. Kwon,et al.  Gray matter abnormalities in paranoid schizophrenia and their clinical correlations , 2004, Psychiatry Research: Neuroimaging.

[95]  Rich Caruana,et al.  Multitask Learning , 1997, Machine Learning.

[96]  Adam M. Brickman,et al.  Caudate and putamen volumes in good and poor outcome patients with schizophrenia , 2003, Schizophrenia Research.

[97]  A. Pfefferbaum,et al.  Replicability of diffusion tensor imaging measurements of fractional anisotropy and trace in brain , 2003, Journal of magnetic resonance imaging : JMRI.

[98]  Gregory McCarthy,et al.  Polysensory interactions along lateral temporal regions evoked by audiovisual speech. , 2003, Cerebral cortex.

[99]  P. Strick,et al.  Cerebellar Loops with Motor Cortex and Prefrontal Cortex of a Nonhuman Primate , 2003, The Journal of Neuroscience.

[100]  Jun Soo Kwon,et al.  Morphometric abnormality of the insula in schizophrenia: a comparison with obsessive–compulsive disorder and normal control using MRI , 2003, Schizophrenia Research.

[101]  Ron Kikinis,et al.  Fusiform gyrus volume reduction and facial recognition in chronic schizophrenia. , 2003, Archives of general psychiatry.

[102]  Dinggang Shen,et al.  Very High-Resolution Morphometry Using Mass-Preserving Deformations and HAMMER Elastic Registration , 2003, NeuroImage.

[103]  P. Strick,et al.  An unfolded map of the cerebellar dentate nucleus and its projections to the cerebral cortex. , 2003, Journal of neurophysiology.

[104]  Ron Kikinis,et al.  Fusiform gyrus volume reduction in first-episode schizophrenia: a magnetic resonance imaging study. , 2002, Archives of general psychiatry.

[105]  C. Price,et al.  Retrieval of Visual, Auditory, and Abstract Semantics , 2002, NeuroImage.

[106]  G. Ojemann,et al.  Anatomic subdivisions in human temporal cortical neuronal activity related to recent verbal memory , 2002, Nature Neuroscience.

[107]  Christos Davatzikos,et al.  Voxel-Based Morphometry Using the RAVENS Maps: Methods and Validation Using Simulated Longitudinal Atrophy , 2001, NeuroImage.

[108]  R. McCarley,et al.  A review of MRI findings in schizophrenia , 2001, Schizophrenia Research.

[109]  Thomas Serre,et al.  Categorization by Learning and Combining Object Parts , 2001, NIPS.

[110]  R. McCarley,et al.  Abnormal angular gyrus asymmetry in schizophrenia. , 2000, The American journal of psychiatry.

[111]  R. Zatorre,et al.  Voice-selective areas in human auditory cortex , 2000, Nature.

[112]  R. Murray,et al.  Meta-analysis of regional brain volumes in schizophrenia. , 2000, The American journal of psychiatry.

[113]  R. Cabeza,et al.  Imaging Cognition II: An Empirical Review of 275 PET and fMRI Studies , 2000, Journal of Cognitive Neuroscience.

[114]  T. Wassink,et al.  Defining the phenotype of schizophrenia: cognitive dysmetria and its neural mechanisms , 1999, Biological Psychiatry.

[115]  J. Haxby,et al.  Attribute-based neural substrates in temporal cortex for perceiving and knowing about objects , 1999, Nature Neuroscience.

[116]  S. Kiebel,et al.  Detecting Structural Changes in Whole Brain Based on Nonlinear Deformations—Application to Schizophrenia Research , 1999, NeuroImage.

[117]  L. DeLisi,et al.  Reduction of the parahippocampal gyrus and the hippocampus in patients with chronic schizophrenia , 1999, British Journal of Psychiatry.

[118]  Jonathan D. Cohen,et al.  Reproducibility of fMRI Results across Four Institutions Using a Spatial Working Memory Task , 1998, NeuroImage.

[119]  S. Resnick,et al.  An image-processing system for qualitative and quantitative volumetric analysis of brain images. , 1998, Journal of computer assisted tomography.

[120]  C Davatzikos,et al.  Mapping image data to stereotaxic spaces: Applications to brain mapping , 1998, Human brain mapping.

[121]  A. Damasio,et al.  A neural basis for the retrieval of conceptual knowledge , 1997, Neuropsychologia.

[122]  Mark S. Cohen,et al.  Changes in cortical activity during mental rotation. A mapping study using functional MRI. , 1996, Brain : a journal of neurology.

[123]  J. Kaas.  Theories of visual cortex organization in primates: areas of the third level. , 1996, Progress in brain research.

[124]  L. Schad,et al.  Sensorimotor Cortex and Supplementary Motor Area Changes in Schizophrenia , 1995, British Journal of Psychiatry.

[125]  Michael F. Green,et al.  in Patients With Schizophrenia , 1994 .