Characterizing the response of PET and fMRI data using multivariate linear models.

No abstract is available for this paper.

• Publication year

  1997

• Venue

  NeuroImage

• Publication date

  1997-11-01

• Fields of study

  Medicine, Mathematics

• Identifiers
  DOI 10.1006/NIMG.1997.0294PMID 9417973
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Empirical analyses of BOLD fMRI statistics. I. Spatially unsmoothed data collected under null-hypothesis conditions.

  1997influential reference
• Functional magnetic resonance image analysis of a large-scale neurocognitive network.

  1996cited by this paper
• A multivariate analysis of PET activation studies

  1996influential reference
• Spatial pattern analysis of functional brain images using partial least squares.

  1996cited by this paper
• A unified statistical approach for determining significant signals in images of cerebral activation

  1996cited by this paper
• Is multivariate analysis of PET data more revealing than the univariate approach? Evidence from a study of episodic memory retrieval.

  1996influential reference
• Nonlinear regression in parametric activation studies.

  1996influential reference
• Analysis of fMRI time-series revisited.

  1995cited by this paper
• Characterizing dynamic brain responses with fMRI: a multivariate approach.

  1995influential reference
• Analysis of fMRI time-series revisited--again.

  1995influential reference
• Characterizing evoked hemodynamics with fMRI.

  1995influential reference
• Tests for distributed, nonfocal brain activations.

  1995influential reference
• Functional Connectivity: The Principal-Component Analysis of Large (PET) Data Sets

  1993cited by this paper
• A Three-Dimensional Statistical Analysis for CBF Activation Studies in Human Brain

  1992influential reference
• Comparing Functional (PET) Images: The Assessment of Significant Change

  1991cited by this paper
• An Introduction to Multivariate Statistical Analysis, 2nd Edition.

  1985influential reference

• SPM—30 years and beyond

  2025cites this paper
• Multimodal fNIRS–EEG sensor fusion: Review of data-driven methods and perspective for naturalistic brain imaging

  2025cites this paper
• Brain-wide connectome inferences using functional connectivity MultiVariate Pattern Analyses (fc-MVPA)

  2022influential citation
• Study on Executive Function of Schizophrenia Patients

  2022cites this paper
• Application of Mass Multivariate Analysis on Neuroimaging Data Sets for Precision Diagnostics of Depression

  2022cites this paper
• Comparison of Canonical Correlation and Partial Least Squares analyses of simulated and empirical data

  2021cites this paper
• Multivariate Analysis of Structural and Functional Neuroimaging Can Inform Psychiatric Differential Diagnosis

  2020cites this paper
• Cognitive reserve.

  2020cites this paper
• Multiview Orthonormalized Partial Least Squares: Regularizations and Deep Extensions

  2020cites this paper
• Microcephaly with altered cortical layering in GIT1 deficiency revealed by quantitative neuroimaging.

  2020cites this paper
• Principal component analysis

  2020cites this paper
• Neuro-Clinical signatures of language impairments: A theoretical framework for function-to-structure mapping in clinics.

  2020cites this paper
• A randomized exponential canonical correlation analysis method for data analysis and dimensionality reduction

  2020cites this paper
• Grouping effects of sparse CCA models in variable selection

  2020cites this paper
• Latent Variable Regression for Process and Quality Modeling

  2019cites this paper
• Data‐driven tensor independent component analysis for model‐based connectivity neurofeedback

  2019cites this paper
• Cross-Validation of Functional MRI and Paranoid-Depressive Scale: Results From Multivariate Analysis

  2019cites this paper
• Changes in brain connectivity during a sham-controlled, transcranial magnetic stimulation trial for depression.

  2018cites this paper
• Nonnegative OPLS for Supervised Design of Filter Banks: Application to Image and Audio Feature Extraction

  2018cites this paper
• Two-Dimensional Temporal Clustering Analysis for Patients with Epilepsy: Detecting Epilepsy-Related Information in EEG-fMRI Concordant, Discordant and Spike-Less Patients

  2018cites this paper
• Development of Posterior Medial Frontal Cortex Function in Pediatric Obsessive-Compulsive Disorder.

  2018cites this paper
• Intelligent Human Computer Interaction

  2018cites this paper
• Tracking mood fluctuations with functional network patterns

  2018cites this paper
• An Orthonormalized Partial Least Squares Based Spatial Filter for SSVEP Extraction

  2018cites this paper
• Maximum correntropy criterion partial least squares

  2017cites this paper
• Reconstructing subject‐specific effect maps

  2017cites this paper
• Fair Kernel Learning

  2017cites this paper
• Multiview partial least squares

  2017cites this paper
• Time-resolved flow reconstruction with indirect measurements using regression models and Kalman-filtered POD ROM

  2017cites this paper
• Time-resolved flow reconstruction with indirect measurements using regression models and Kalman-filtered POD ROM

  2017cites this paper
• Neuroimaging Research: From Null-Hypothesis Falsification to Out-of-Sample Generalization

  2017cites this paper
• Visual Feature Attribution Using Wasserstein GANs

  2017cites this paper
• A novel framework for parsimonious multivariate analysis

  2017cites this paper
• The Neural Basis of Speech Perception through Lipreading and Manual Cues: Evidence from Deaf Native Users of Cued Speech

  2017influential citation
• Efecto de la dieta sobre el ciclo biológico y los volátiles almacenados en la glándula sexual de hembras de copitarsia uncilata (Lepidoptera: Noctuidae)

  2017cites this paper
• Extracting multidimensional stimulus‐response correlations using hybrid encoding‐decoding of neural activity

  2017cites this paper
• SubCMap: Subject and Condition Specific Effect Maps

  2017cites this paper
• A Survey of Multi-View Representation Learning

  2016cites this paper
• Constructing Subject- and Disease-Specific Effect Maps: Application to Neurodegenerative Diseases

  2016cites this paper
• Kernel Supervised Ensemble Classifier for the Classification of Hyperspectral Data Using Few Labeled Samples

  2016cites this paper
• Why (and How) Avoid Orthogonal Procrustes in Regularized Multivariate Analysis

  2016cites this paper
• FINANCIAL BIG DATA ANALYSIS BY SPARSE REPRESENTATION CLASSIFIERS

  2016cites this paper
• Classical Statistics and Statistical Learning in Imaging Neuroscience

  2016cites this paper
• Understanding the Link Between Brain Activation, Choice, and Attitude Change for European Americans and East Asians.

  2016cites this paper
• Regularized Multivariate Analysis Framework for Interpretable High-Dimensional Variable Selection

  2016cites this paper
• Connectivity between mPFC and PCC predicts post‐choice attitude change: The self‐referential processing hypothesis of choice justification

  2016cites this paper
• Diagnosis of Schizophrenia using Multivariate Analysis of Brain MR Images

  2016cites this paper
• Dynamic mode decomposition for non-uniformly sampled data

  2016influential citation
• Dynamic mode decomposition for non-uniformly sampled data

  2016cites this paper
• The typical development of posterior medial frontal cortex function and connectivity during task control demands in youth 8-19 years old

  2016cites this paper
• Running head : Neural reorganization and compensation in aging 1 Neural reorganization and compensation in aging

  2016cites this paper
• A Scalable Clustering-Based Local Multi-Label Classification Method

  2016influential citation
• Simultaneous visualization of samples, features and multi-labels

  2016cites this paper
• Relevant feature set estimation with a knock-out strategy and random forests

  2015cites this paper
• A Hierarchical Spectral Method for Extreme Classification

  2015cites this paper
• Multivariate Computing and Robust Estimating for Outlier and Novelty in Data and Imaging Sciences

  2015cites this paper
• Neural Reorganization and Compensation in Aging

  2015cites this paper
• Discriminative Scatter Regularized CCA for Multiview Image Feature Learning and Recognition

  2015cites this paper
• Sparse and kernel OPLS feature extraction based on eigenvalue problem solving

  2015cites this paper
• The Future of Functional MRI

  2015cites this paper
• On tests of activation map dimensionality for fMRI-based studies of learning

  2015cites this paper
• High Dimensional Data Mining Systems by Kernel Orthonormalized Partial Least Square Analysis

  2015cites this paper
• Variance constrained partial least squares

  2015cites this paper
• Laplacian multiset canonical correlations for multiview feature extraction and image recognition

  2015cites this paper
• Visual Network Asymmetry and Default Mode Network Function in ADHD: An fMRI Study

  2014cites this paper
• Models and Methods for Quantitative Analysis of Surface-Enhanced Raman Spectra

  2014cites this paper
• Behavioral and neural correlates of imagined walking and walking‐while‐talking in the elderly

  2014cites this paper
• Searchlight-based multi-voxel pattern analysis of fMRI by cross-validated MANOVA

  2014influential citation
• A Reduced Form Representation for State Space Models

  2014cites this paper
• A Unified Probabilistic PLSR Model for Quantitative Analysis of Surface-Enhanced Raman Spectrum (SERS)

  2014cites this paper
• Neuropeptide Y receptor gene expression in the primate amygdala predicts anxious temperament and brain metabolism.

  2014cites this paper
• Multivariate linear regression of high‐dimensional fMRI data with multiple target variables

  2014cites this paper
• Shared space, separate processes: Neural activation patterns for auditory description and visual object naming in healthy adults

  2014cites this paper
• The applied value of collaborative memory research in aging: Behavioral and neural considerations

  2013cites this paper
• Prefrontal brain network connectivity indicates degree of both schizophrenia risk and cognitive dysfunction.

  2013cites this paper
• Extended remediation of sleep deprived-induced working memory deficits using fMRI-guided transcranial magnetic stimulation.

  2013cites this paper
• Simulation of fMRI data: a statistical approach

  2013cites this paper
• Continuous Wavelet Transform Based Partial Least Squares Regression for Quantitative Analysis of Raman Spectrum

  2013cites this paper
• Multivariate fMRI Analysis using Canonical Correlation Analysis instead of Classifiers, Comment on Todd et al.

  2013cites this paper
• Structured Sparse Learning and Its Applications to Biomedical and Biological Data

  2013cites this paper
• Multivariate statistical analyses for neuroimaging data.

  2013cites this paper
• Discriminative Interlingual Representations

  2013cites this paper
• Sparse Canonical Correlation Analysis: New Formulation and Algorithm

  2013cites this paper
• Global analytic solution of fully-observed variational Bayesian matrix factorization

  2013influential citation
• Neural mechanisms of dissonance: An fMRI investigation of choice justification

  2013cites this paper
• Reduced error-related activation of dorsolateral prefrontal cortex across pediatric anxiety disorders.

  2013cites this paper
• Models of the Aging Brain Structure and Individual Decline

  2012cites this paper
• Task difficulty modulates young-old differences in network expression.

  2012cites this paper
• Age-Related Changes in Task Related Functional Network Connectivity

  2012cites this paper
• Computational neuroergonomics

  2012cites this paper
• Age differences of multivariate network expressions during task-switching and their associations with behavior.

  2012cites this paper
• Decoding episodic memory in ageing: A Bayesian analysis of activity patterns predicting memory

  2012cites this paper
• Designing Various Multivariate Analysis at Will via Generalized Pairwise Expression

  2012cites this paper
• Central amygdala nucleus (Ce) gene expression linked to increased trait-like Ce metabolism and anxious temperament in young primates

  2012cites this paper
• A transfer learning approach for network modeling

  2012cites this paper
• Multi-source learning for joint analysis of incomplete multi-modality neuroimaging data

  2012cites this paper
• CWT-PLSR for quantitative analysis of Raman spectrum

  2012influential citation
• Applications of fMRI for Brain Mapping

  2012cites this paper
• Multi-source feature learning for joint analysis of incomplete multiple heterogeneous neuroimaging data

  2012cites this paper
• Novel Statistical Models for Complex Data Structures

  2012cites this paper