Model-based feature construction for multivariate decoding

No abstract is available for this paper.

• Publication year

  2011

• Venue

  NeuroImage

• Publication date

  2011-05-15

• Fields of study

  Medicine, Computer Science

• Identifiers
  DOI 10.1016/j.neuroimage.2010.04.036PMID 20406688PMCID PMC3112410
• 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.

• LIBSVM: A library for support vector machines

  2011cited by this paper
• Dynamic causal modeling and Granger causality Comments on: The identification of interacting networks in the brain using fMRI: Model selection, causality and deconvolution

  2011cited by this paper
• Single-trial analysis and classification of ERP components - A tutorial

  2011cited by this paper
• Cingulate activity and fronto-temporal connectivity in people with prodromal signs of psychosis

  2010cited by this paper
• Dynamic causal modeling

  2010cited by this paper
• The Balanced Accuracy and Its Posterior Distribution

  2010cited by this paper
• Sparse logistic regression for whole-brain classification of fMRI data

  2010cited by this paper
• Bayesian reconstruction of natural images from human brain activity.

  2009cited by this paper
• Surface-based Information Detection from Cortical Activity

  2009cited by this paper
• Interpreting single trial data using groupwise regularisation

  2009cited by this paper
• Using Neural Measures of Economic Value to Solve the Public Goods Free-Rider Problem

  2009cited by this paper
• Medical Image Computing and Computer-Assisted Intervention

  2009influential reference
• Correlating Stimulus-Specific Adaptation of Cortical Neurons and Local Field Potentials in the Awake Rat

  2009cited by this paper
• Dynamic causal modeling for EEG and MEG

  2009cited by this paper
• Bayesian model selection for group studies (vol 46, pg 1005, 2009)

  2009cited by this paper
• Dynamic causal models of steady-state responses

  2009cited by this paper
• Odor quality coding and categorization in human posterior piriform cortex

  2009cited by this paper
• Decoding Neuronal Ensembles in the Human Hippocampus

  2009cited by this paper
• Decoding reveals the contents of visual working memory in early visual areas

  2009cited by this paper
• The mismatch negativity: A review of underlying mechanisms

  2009cited by this paper
• Bayesian model selection for group studies

  2009cited by this paper
• Decoding sequential stages of task preparation in the human brain

  2009cited by this paper
• Dysconnection in Schizophrenia: From Abnormal Synaptic Plasticity to Failures of Self-monitoring

  2009cited by this paper
• Detection of auditory evoked potentials and mismatch negativity-like responses in the awake and unrestrained rat.

  2009cited by this paper
• Whole-brain Sparse Penalized Discriminant Analysis for Predicting Choice

  2009cited by this paper
• Interpretable Classifiers for fMRI Improve Prediction of Purchases

  2008cited by this paper
• Spatio-temporal correlations and visual signalling in a complete neuronal population

  2008cited by this paper
• Integrated Bayesian models of learning and decision making for saccadic eye movements☆

  2008cited by this paper
• The functional anatomy of the MMN: A DCM study of the roving paradigm

  2008cited by this paper
• Support Vector Machines and Kernels for Computational Biology

  2008cited by this paper
• Detecting concealed information using brain-imaging technology

  2008cited by this paper
• Predicting Human Brain Activity Associated with the Meanings of Nouns

  2008cited by this paper
• Bayesian decoding of brain images

  2008cited by this paper
• Nonlinear dynamic causal models for fMRI

  2008cited by this paper
• Bayesian estimation of synaptic physiology from the spectral responses of neural masses

  2008cited by this paper
• Sparse Bayesian nonparametric regression

  2008cited by this paper
• Sparse estimation automatically selects voxels relevant for the decoding of fMRI activity patterns

  2008cited by this paper
• Visual image reconstruction from human brain activity using a combination of multiscale local image decoders.

  2008cited by this paper
• "Who" Is Saying "What"? Brain-Based Decoding of Human Voice and Speech

  2008cited by this paper
• Identifying natural images from human brain activity

  2008cited by this paper
• Individual faces elicit distinct response patterns in human anterior temporal cortex

  2007cited by this paper
• Reading hidden intentions in the human brain.

  2007cited by this paper
• Variational free energy and the Laplace approximation

  2007cited by this paper
• Dynamic causal models of neural system dynamics: current state and future extensions

  2007cited by this paper
• Statistical models for neural encoding, decoding, and optimal stimulus design.

  2007cited by this paper
• ReviewArticle fMRI Brain-Computer Interface: A Tool for Neuroscientific Research and Treatment

  2007cited by this paper
• Dynamic causal modelling of evoked responses: The role of intrinsic connections

  2007cited by this paper
• Decoding the neural substrates of reward-related decision making with functional MRI

  2007cited by this paper
• The Representation of Behavioral Choice for Motion in Human Visual Cortex

  2007cited by this paper
• Comparing hemodynamic models with DCM

  2007cited by this paper
• fMRI Brain-Computer Interface: A Tool for Neuroscientific Research and Treatment

  2007cited by this paper
• Dynamic causal modeling of evoked responses in EEG and MEG

  2006cited by this paper
• Information-based functional brain mapping.

  2006influential reference
• Repetition effects to sounds: evidence for predictive coding in the auditory system.

  2006cited by this paper
• Decoding seen and attended motion directions from activity in the human visual cortex.

  2006cited by this paper
• Classifying spatial patterns of brain activity with machine learning methods: Application to lie detection

  2005cited by this paper
• Category-Specific Cortical Activity Precedes Retrieval During Memory Search

  2005cited by this paper
• Predicting the orientation of invisible stimuli from activity in human primary visual cortex

  2005cited by this paper
• Detecting deception using functional magnetic resonance imaging.

  2005cited by this paper
• Decoding the visual and subjective contents of the human brain

  2005cited by this paper
• Classifying brain states and determining the discriminating activation patterns: Support Vector Machine on functional MRI data

  2005cited by this paper
• Comparing dynamic causal models

  2004cited by this paper
• Kernel Methods for Pattern Analysis

  2004cited by this paper
• Classifying Instantaneous Cognitive States from fMRI Data

  2003cited by this paper
• Patient Classification of fMRI Activation Maps

  2003cited by this paper
• Functional magnetic resonance imaging (fMRI) "brain reading": detecting and classifying distributed patterns of fMRI activity in human visual cortex

  2003cited by this paper
• A neural mass model for MEG/EEG: : coupling and neuronal dynamics

  2003influential reference
• Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond

  2003cited by this paper
• Dynamic causal modelling

  2003influential reference
• Redefining the tonotopic core of rat auditory cortex: Physiological evidence for a posterior field

  2002cited by this paper
• "Primitive intelligence" in the auditory cortex.

  2001influential reference
• Medical Image Computing and Computer-Assisted Intervention — MICCAI’98

  1998cited by this paper
• Electroencephalogram and visual evoked potential generation in a mathematical model of coupled cortical columns

  1995cited by this paper
• Bayesian Interpolation

  1992cited by this paper
• Distributed hierarchical processing in the primate cerebral cortex.

  1991cited by this paper
• The Rat Brain in Stereotaxic Coordinates

  1983cited by this paper
• NeuroImage

  year unknowncited by this paper

• Searchlight-based trial-wise fMRI decoding in the presence of trial-by-trial correlations

  2025cites this paper
• Distributed White Matter Abnormalities in Major Depressive Disorder: A Diffusion Tensor Imaging Combined Support Vector Machine Study

  2025cites this paper
• Towards Managing Uncertain Geo-Information for Drilling Disasters Using Event Tracking Sensitivity Analysis

  2023cites this paper
• Combining Clinical Symptoms and Patient Features for Malaria Diagnosis: Machine Learning Approach

  2022cites this paper
• Feature Selection Approach to Improve Malaria Diagnosis Model for High and Low Endemic Areas of Tanzania

  2021cites this paper
• Simultaneous modeling of reaction times and brain dynamics in a spatial cueing task

  2020cites this paper
• Neuroimaging correlates of emotional response-inhibition discriminate between young depressed adults with and without sub-threshold bipolar symptoms (Emotional Response-inhibition in Young Depressed Adults).

  2020cites this paper
• Neuroimaging Correlates of Emotional Response-Inhibition Discriminate Between Young Depressed Adults With and Without Sub-threshold Bipolar Symptoms

  2020cites this paper
• Inverse Transformed Encoding Models – a solution to the problem of correlated trial-by-trial parameter estimates in fMRI decoding

  2019cites this paper
• Dynamic Causal Modeling and Its Application to Psychiatric Disorders

  2018cites this paper
• Ghosts in machine learning for cognitive neuroscience: Moving from data to theory

  2017cites this paper
• Group-level spatio-temporal pattern recovery in MEG decoding using multi-task joint feature learning.

  2017cites this paper
• Brain Decoding for Brain Mapping: Definition, Heuristic Quantification, and Improvement of Interpretability in Group MEG Decoding

  2017cites this paper
• Interpretability of Multivariate Brain Maps in Linear Brain Decoding: Definition, and Heuristic Quantification in Multivariate Analysis of MEG Time-Locked Effects

  2017cites this paper
• Multivariate pattern analysis utilizing structural or functional MRI-In individuals with musculoskeletal pain and healthy controls: A systematic review.

  2017cites this paper
• Allostatic Self-efficacy: A Metacognitive Theory of Dyshomeostasis-Induced Fatigue and Depression

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

  2016cites this paper
• Interpretability of Multivariate Brain Maps in Brain Decoding: Definition and Quantification

  2016cites this paper
• Dynamic causal modelling of brain-behaviour relationships

  2015cites this paper
• Real-time electrophysiology in cognitive neuroscience : towards adaptive paradigms to study perceptual learning and decision making in humans

  2014cites this paper
• Mass-Univariate Hypothesis Testing on MEEG Data using Cross-Validation

  2014cites this paper
• Multiple perceptual neighborhoods-based feature construction for pattern classification

  2014cites this paper
• SCoRS—A Method Based on Stability for Feature Selection and Mapping in Neuroimaging

  2014cites this paper
• Input Variable Selection in Real-time Knowledge Integration Applications : A Review , Analysis , and Recommendation Paper

  2014cites this paper
• Toward a New Application of Real-Time Electrophysiology: Online Optimization of Cognitive Neurosciences Hypothesis Testing

  2014cites this paper
• Dissecting psychiatric spectrum disorders by generative embedding☆☆☆

  2013influential citation
• Discrete Cosine Transform for MEG Signal Decoding

  2013cites this paper
• Interpretable whole-brain prediction analysis with GraphNet

  2013cites this paper
• Variational Bayesian mixed-effects inference for classification studies

  2013cites this paper
• Biophysical network models and the human connectome

  2013influential citation
• Input variable selection in time-critical knowledge integration applications: A review, analysis, and recommendation paper

  2013cites this paper
• Decoding Information from fMRI Signals

  2013cites this paper
• Investigations into the effects of neuromodulations on the BOLD-fMRI signal

  2013influential citation
• Master ’ s Degree in Cognitive Science Degree Title Mass-Univariate Hypothesis Testing on MEEG Data using Cross-Validation Tutor Student

  2013cites this paper
• Interpretable whole-brain prediction analysis with GraphNet

  2013cites this paper
• System Models for Inference on Mechanisms of Neuronal Dynamics

  2012cites this paper
• A short history of causal modeling of fMRI data

  2012influential citation
• Brain-Computer Interfaces: A Neuroscience Paradigm of Social Interaction? A Matter of Perspective

  2012cites this paper
• Generative embedding and variational Bayesian inference for multivariate time series

  2012cites this paper
• Permutation Distribution Clustering and Structural Equation Model Trees

  2011cites this paper
• A family of interpretable multivariate models for regression and classification of whole-brain fMRI data

  2011cites this paper
• Functional and Effective Connectivity: A Review

  2011cites this paper
• Generative Embedding for Model-Based Classification of fMRI Data

  2011influential citation
• A generic predictive information system for resource planning and optimisation

  2010cites this paper