Decoding Dynamic Brain Patterns from Evoked Responses: A Tutorial on Multivariate Pattern Analysis Applied to Time Series Neuroimaging Data

Similarity-Based Fusion of MEG and fMRI Reveals Spatio-Temporal Dynamics in Human Cortex During Visual Object Recognition

(2016) Radoslaw Martin Cichy et al.   CEREBRAL CORTEX

Disentangling Representations of Object Shape and Object Category in Human Visual Cortex: The Animate–Inanimate Distinction

(2016) Daria Proklova et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Shape-independent object category responses revealed by MEG and fMRI decoding

(2016) Daniel Kaiser et al.   JOURNAL OF NEUROPHYSIOLOGY

Radial bias is not necessary for orientation decoding

(2016) Michael S. Pratte et al.   NEUROIMAGE

Valid population inference for information-based imaging: From the second-level t -test to prevalence inference

(2016) Carsten Allefeld et al.   NEUROIMAGE

Perceptual similarity of visual patterns predicts dynamic neural activation patterns measured with MEG

(2016) Susan G. Wardle et al.   NEUROIMAGE

Reliability of dissimilarity measures for multi-voxel pattern analysis

(2016) Alexander Walther et al.   NEUROIMAGE

Representational dynamics of object recognition: Feedforward and feedback information flows

(2016) Erin Goddard et al.   NEUROIMAGE

CoSMoMVPA: Multi-Modal Multivariate Pattern Analysis of Neuroimaging Data in Matlab/GNU Octave

(2016) Nikolaas N. Oosterhof et al.   Frontiers in Neuroinformatics

Predicting the Semantic Category of Internally Generated Words from Neuromagnetic Recordings

(2015) Irina Simanova et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

The Animacy Continuum in the Human Ventral Vision Pathway

(2015) Long Sha et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Sensible decoding

(2015) Thomas A. Carlson et al.   NEUROIMAGE

Orientation decoding: Sense in spirals?

(2015) Colin W.G. Clifford et al.   NEUROIMAGE

Can visual information encoded in cortical columns be decoded from magnetoencephalography data in humans?

(2015) Radoslaw Martin Cichy et al.   NEUROIMAGE

A Primer on Pattern-Based Approaches to fMRI: Principles, Pitfalls, and Perspectives

(2015) John-Dylan Haynes   NEURON

Resolving Ambiguities of MVPA Using Explicit Models of Representation

(2015) Thomas Naselaris et al.   TRENDS IN COGNITIVE SCIENCES

Strikingly rapid neural basis of motion-induced position shifts revealed by high temporal-resolution EEG pattern classification

(2015) Hinze Hogendoorn et al.   VISION RESEARCH

Emerging Object Representations in the Visual System Predict Reaction Times for Categorization

(2015) J. Brendan Ritchie et al.   PLoS Computational Biology

The Decoding Toolbox (TDT): a versatile software package for multivariate analyses of functional imaging data

(2015) Martin N. Hebart et al.   Frontiers in Neuroinformatics

The Neural Dynamics of Face Detection in the Wild Revealed by MVPA

(2014) Maxime Cauchoix et al.   JOURNAL OF NEUROSCIENCE

Orientation Decoding in Human Visual Cortex: New Insights from an Unbiased Perspective

(2014) T. A. Carlson   JOURNAL OF NEUROSCIENCE

Resolving human object recognition in space and time

(2014) Radoslaw Martin Cichy et al.   NATURE NEUROSCIENCE

Two Distinct Dynamic Modes Subtend the Detection of Unexpected Sounds

(2014) Jean-Rémi King et al.   PLoS One

Rapid neural discrimination of communicative gestures

(2014) Elizabeth Redcay et al.   Social Cognitive and Affective Neuroscience

Characterizing the dynamics of mental representations: the temporal generalization method

(2014) J-R. King et al.   TRENDS IN COGNITIVE SCIENCES

A Toolbox for Representational Similarity Analysis

(2014) Hamed Nili et al.   PLoS Computational Biology

MEG and EEG data analysis with MNE-Python

(2014) Alexandre Gramfort   Frontiers in Neuroscience

Biased binomial assessment of cross-validated estimation of classification accuracies illustrated in diagnosis predictions

(2014) Quentin Noirhomme et al.   NeuroImage-Clinical

Early Visual Responses Predict Conscious Face Perception within and between Subjects during Binocular Rivalry

(2013) Kristian Sandberg et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

The Emergence of Semantic Meaning in the Ventral Temporal Pathway

(2013) Thomas A. Carlson et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

The dynamics of invariant object recognition in the human visual system

(2013) Leyla Isik et al.   JOURNAL OF NEUROPHYSIOLOGY

Feature-Specific Information Processing Precedes Concerted Activation in Human Visual Cortex

(2013) P. Ramkumar et al.   JOURNAL OF NEUROSCIENCE

Representational dynamics of object vision: The first 1000 ms

(2013) T. Carlson et al.   JOURNAL OF VISION

A functional and perceptual signature of the second visual area in primates

(2013) Jeremy Freeman et al.   NATURE NEUROSCIENCE

MEG-based decoding of the spatiotemporal dynamics of visual category perception

(2013) M.E. van de Nieuwenhuijzen et al.   NEUROIMAGE

Decoding the memorization of individual stimuli with direct human brain recordings

(2013) Marcel A.J. van Gerven et al.   NEUROIMAGE

On the interpretation of weight vectors of linear models in multivariate neuroimaging

(2013) Stefan Haufe et al.   NEUROIMAGE

MNE software for processing MEG and EEG data

(2013) Alexandre Gramfort et al.   NEUROIMAGE

Dynamic Coding for Cognitive Control in Prefrontal Cortex

(2013) Mark G. Stokes et al.   NEURON

The Statistical Analysis of Multi-Voxel Patterns in Functional Imaging

(2013) Kai Schreiber et al.   PLoS One

Representational geometry: integrating cognition, computation, and the brain

(2013) Nikolaus Kriegeskorte et al.   TRENDS IN COGNITIVE SCIENCES

The neural decoding toolbox

(2013) Ethan M. Meyers   Frontiers in Neuroinformatics

Predicting Perceptual Decision Biases from Early Brain Activity

(2012) S. Bode et al.   JOURNAL OF NEUROSCIENCE

Tracking neural coding of perceptual and semantic features of concrete nouns

(2012) Gustavo Sudre et al.   NEUROIMAGE

Multiple testing corrections, nonparametric methods, and random field theory

(2012) Thomas E. Nichols   NEUROIMAGE

Statistical inference and multiple testing correction in classification-based multi-voxel pattern analysis (MVPA): Random permutations and cluster size control

(2012) Johannes Stelzer et al.   NEUROIMAGE

Advanced EEG analysis using threshold-free cluster-enhancement and non-parametric statistics

(2012) Armand Mensen et al.   NEUROIMAGE

Decoding oscillatory representations and mechanisms in memory

(2012) A. Jafarpour et al.   NEUROPSYCHOLOGIA

EEG decoding of semantic category reveals distributed representations for single concepts

(2011) Brian Murphy et al.   BRAIN AND LANGUAGE

Neural coding of continuous speech in auditory cortex during monaural and dichotic listening

(2011) Nai Ding et al.   JOURNAL OF NEUROPHYSIOLOGY

Orientation Decoding Depends on Maps, Not Columns

(2011) J. Freeman et al.   JOURNAL OF NEUROSCIENCE

High temporal resolution decoding of object position and category

(2011) T. A. Carlson et al.   JOURNAL OF VISION

Object decoding with attention in inferior temporal cortex

(2011) Y. Zhang et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

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

(2010) Masaya Misaki et al.   NEUROIMAGE

Name that tune: Decoding music from the listening brain

(2010) Rebecca S. Schaefer et al.   NEUROIMAGE

Decoding word and category-specific spatiotemporal representations from MEG and EEG

(2010) Alexander M. Chan et al.   NEUROIMAGE

Encoding and decoding in fMRI

(2010) Thomas Naselaris et al.   NEUROIMAGE

Single-trial analysis and classification of ERP components — A tutorial

(2010) Benjamin Blankertz et al.   NEUROIMAGE

Introduction to machine learning for brain imaging

(2010) Steven Lemm et al.   NEUROIMAGE

Identifying Object Categories from Event-Related EEG: Toward Decoding of Conceptual Representations

(2010) Irina Simanova et al.   PLoS One

ADJUST: An automatic EEG artifact detector based on the joint use of spatial and temporal features

(2010) Andrea Mognon et al.   PSYCHOPHYSIOLOGY

Identifying spatially overlapping local cortical networks with MEG

(2009) Keith Kawabata Duncan et al.   HUMAN BRAIN MAPPING

Circular analysis in systems neuroscience: the dangers of double dipping

(2009) Nikolaus Kriegeskorte et al.   NATURE NEUROSCIENCE

Discrimination of the local orientation structure of spiral Glass patterns early in human visual cortex

(2009) D.J. Mannion et al.   NEUROIMAGE

Against hyperacuity in brain reading: Spatial smoothing does not hurt multivariate fMRI analyses?

(2009) Hans P. Op de Beeck   NEUROIMAGE

PyMVPA: a Python Toolbox for Multivariate Pattern Analysis of fMRI Data

(2009) Michael Hanke et al.   NEUROINFORMATICS

Revealing representational content with pattern-information fMRI—an introductory guide

(2009) Marieke Mur et al.   Social Cognitive and Affective Neuroscience

The principled control of false positives in neuroimaging

(2009) Craig M. Bennett et al.   Social Cognitive and Affective Neuroscience

PyMVPA: a unifying approach to the analysis of neuroscientific data

(2009) Michael Hanke   Frontiers in Neuroinformatics

Dynamic Population Coding of Category Information in Inferior Temporal and Prefrontal Cortex

(2008) Ethan M. Meyers et al.   JOURNAL OF NEUROPHYSIOLOGY

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

(2008) Elia Formisano et al.   MAGNETIC RESONANCE IMAGING

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

(2008) Federico De Martino et al.   NEUROIMAGE

False discovery rate revisited: FDR and topological inference using Gaussian random fields

(2008) J CHUMBLEY et al.   NEUROIMAGE

Machine learning classifiers and fMRI: A tutorial overview

(2008) Francisco Pereira et al.   NEUROIMAGE

Threshold-free cluster enhancement: Addressing problems of smoothing, threshold dependence and localisation in cluster inference

(2008) S SMITH et al.   NEUROIMAGE

Matching Categorical Object Representations in Inferior Temporal Cortex of Man and Monkey

(2008) Nikolaus Kriegeskorte et al.   NEURON

How does nature program neuron types?

(2008) Alexander Borst   Frontiers in Neuroscience

Machine learning for real-time single-trial EEG-analysis: From brain–computer interfacing to mental state monitoring

(2007) Klaus-Robert Müller et al.   JOURNAL OF NEUROSCIENCE METHODS