The Decision Decoding ToolBOX (DDTBOX) – A Multivariate Pattern Analysis Toolbox for Event-Related Potentials

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

(2017) Tijl Grootswagers et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Spatio-temporal patterns of event-related potentials related to audiovisual synchrony judgments in older adults

(2017) Yu Man Chan et al.   NEUROBIOLOGY OF AGING

Decoding the time-course of object recognition in the human brain: From visual features to categorical decisions

(2017) Erika W. Contini et al.   NEUROPSYCHOLOGIA

Perceptual integration without conscious access

(2017) Johannes J. Fahrenfort et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Coding of Visual, Auditory, Rule, and Response Information in the Brain: 10 Years of Multivoxel Pattern Analysis

(2016) Alexandra Woolgar et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

A single glance at natural face images generate larger and qualitatively different category-selective spatio-temporal signatures than other ecologically-relevant categories in the human brain

(2016) Corentin Jacques 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

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

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

Neural Mechanisms of Human Perceptual Choice Under Focused and Divided Attention

(2015) V. Wyart et al.   JOURNAL OF NEUROSCIENCE

Shared Neural Markers of Decision Confidence and Error Detection

(2015) A. Boldt et al.   JOURNAL OF NEUROSCIENCE

Quantifying the time for accurate EEG decoding of single value-based decisions

(2015) Athina Tzovara et al.   JOURNAL OF NEUROSCIENCE METHODS

Exceeding chance level by chance: The caveat of theoretical chance levels in brain signal classification and statistical assessment of decoding accuracy

(2015) Etienne Combrisson et al.   JOURNAL OF NEUROSCIENCE METHODS

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

(2015) John-Dylan Haynes   NEURON

From Sensation to Perception: Using Multivariate Classification of Visual Illusions to Identify Neural Correlates of Conscious Awareness in Space and Time

(2015) Hinze Hogendoorn   PERCEPTION

Decoding covert motivations of free riding and cooperation from multi-feature pattern analysis of EEG signals

(2015) Dongil Chung et al.   Social Cognitive and Affective Neuroscience

Decoding Rich Spatial Information with High Temporal Resolution

(2015) Mark G. Stokes 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

Anxiety dissociates the adaptive functions of sensory and motor response enhancements to social threats

(2015) Marwa El Zein et al.   eLife

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

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

Predicting errors from patterns of event-related potentials preceding an overt response

(2014) Stefan Bode et al.   BIOLOGICAL PSYCHOLOGY

ERPLAB: an open-source toolbox for the analysis of event-related potentials

(2014) Javier Lopez-Calderon et al.   Frontiers in Human Neuroscience

Decoding the Dynamics of Action, Intention, and Error Detection for Conscious and Subliminal Stimuli

(2014) L. Charles et al.   JOURNAL OF NEUROSCIENCE

Coping with confounds in multivoxel pattern analysis: What should we do about reaction time differences? A comment on Todd, Nystrom & Cohen 2013

(2014) Alexandra Woolgar et al.   NEUROIMAGE

Distributed Patterns of Event-Related Potentials Predict Subsequent Ratings of Abstract Stimulus Attributes

(2014) Stefan Bode et al.   PLoS One

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

Measuring neural representations with fMRI: practices and pitfalls

(2013) Tyler Davis et al.   Annals of the New York Academy of Sciences

The dynamics of invariant object recognition in the human visual system

(2013) Leyla Isik et al.   JOURNAL OF NEUROPHYSIOLOGY

Temporal Characteristics of the Influence of Punishment on Perceptual Decision Making in the Human Brain

(2013) H. Blank et al.   JOURNAL OF NEUROSCIENCE

Decoding the motion aftereffect in human visual cortex

(2013) Hinze Hogendoorn et al.   NEUROIMAGE

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

(2013) Stefan Haufe et al.   NEUROIMAGE

PRoNTo: Pattern Recognition for Neuroimaging Toolbox

(2013) J. Schrouff et al.   NEUROINFORMATICS

Predicting Perceptual Decision Biases from Early Brain Activity

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

Similar neural mechanisms for perceptual guesses and free decisions

(2012) Stefan Bode et al.   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

Rhythmic Fluctuations in Evidence Accumulation during Decision Making in the Human Brain

(2012) Valentin Wyart et al.   NEURON

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Decoding Patterns of Human Brain Activity

(2011) Frank Tong et al.   Annual Review of Psychology

High temporal resolution decoding of object position and category

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

Mass univariate analysis of event-related brain potentials/fields I: A critical tutorial review

(2011) David M. Groppe et al.   PSYCHOPHYSIOLOGY

Predicting variations of perceptual performance across individuals from neural activity using pattern classifiers

(2010) Koel Das et al.   NEUROIMAGE

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

(2010) Benjamin Blankertz et al.   NEUROIMAGE

FieldTrip: Open Source Software for Advanced Analysis of MEG, EEG, and Invasive Electrophysiological Data

(2010) Robert Oostenveld et al.   Computational Intelligence and Neuroscience

Circular analysis in systems neuroscience: the dangers of double dipping

(2009) Nikolaus Kriegeskorte et al.   NATURE NEUROSCIENCE

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

(2009) Michael Hanke et al.   NEUROINFORMATICS

Quality of evidence for perceptual decision making is indexed by trial-to-trial variability of the EEG

(2009) R. Ratcliff et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

(2009) Marieke Mur 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

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