A statistical framework for neuroimaging data analysis based on mutual information estimated via a gaussian copula

Space-by-time decomposition for single-trial decoding of M/EEG activity

(2016) Ioannis Delis et al.   NEUROIMAGE

Frontal Top-Down Signals Increase Coupling of Auditory Low-Frequency Oscillations to Continuous Speech in Human Listeners

(2015) Hyojin Park et al.   CURRENT BIOLOGY

Information Decomposition and Synergy

(2015) Eckehard Olbrich et al.   Entropy

Irregular Speech Rate Dissociates Auditory Cortical Entrainment, Evoked Responses, and Frontal Alpha

(2015) S. J. Kayser et al.   JOURNAL OF NEUROSCIENCE

Cluster-based computational methods for mass univariate analyses of event-related brain potentials/fields: A simulation study

(2015) C.R. Pernet et al.   JOURNAL OF NEUROSCIENCE METHODS

Spatial attention enhances object coding in local and distributed representations of the lateral occipital complex

(2015) Matthias Guggenmos et al.   NEUROIMAGE

Automated model selection in covariance estimation and spatial whitening of MEG and EEG signals

(2015) Denis A. Engemann et al.   NEUROIMAGE

Neural population coding: combining insights from microscopic and mass signals

(2015) Stefano Panzeri et al.   TRENDS IN COGNITIVE SCIENCES

Tracing the Flow of Perceptual Features in an Algorithmic Brain Network

(2015) Robin A. A. Ince et al.   Scientific Reports

CircStat: AMATLABToolbox for Circular Statistics

(2015) Philipp Berens   Journal of Statistical Software

Decoding Neural Representational Spaces Using Multivariate Pattern Analysis

(2014) James V. Haxby et al.   Annual Review of Neuroscience

Quantifying Unique Information

(2014) Nils Bertschinger et al.   Entropy

Analytical methods and experimental approaches for electrophysiological studies of brain oscillations

(2014) Joachim Gross   JOURNAL OF NEUROSCIENCE METHODS

Eye coding mechanisms in early human face event-related potentials

(2014) G. A. Rousselet et al.   JOURNAL OF VISION

Resolving human object recognition in space and time

(2014) Radoslaw Martin Cichy et al.   NATURE NEUROSCIENCE

Information-limiting correlations

(2014) Rubén Moreno-Bote et al.   NATURE NEUROSCIENCE

A Causal Perspective on the Analysis of Signal and Noise Correlations and Their Role in Population Coding

(2014) Daniel Chicharro   NEURAL COMPUTATION

A copula approach to assessing Granger causality

(2014) Meng Hu et al.   NEUROIMAGE

Toward Functional Classification of Neuronal Types

(2014) Tatyana O. Sharpee   NEURON

Mutual Information between Discrete and Continuous Data Sets

(2014) Brian C. Ross   PLoS One

Equitability, mutual information, and the maximal information coefficient

(2014) Justin B. Kinney et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Characterizing the dynamics of mental representations: the temporal generalization method

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

Speech Rhythms and Multiplexed Oscillatory Sensory Coding in the Human Brain

(2014) Joachim Gross et al.   PLOS BIOLOGY

Algorithms of causal inference for the analysis of effective connectivity among brain regions

(2014) Daniel Chicharro et al.   Frontiers in Neuroinformatics

Bayesian and Quasi-Bayesian Estimators for Mutual Information from Discrete Data

(2013) Evan Archer et al.   Entropy

Synergy, redundancy, and multivariate information measures: an experimentalist’s perspective

(2013) Nicholas Timme et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Neural Codes Formed by Small and Temporally Precise Populations in Auditory Cortex

(2013) R. A. A. Ince et al.   JOURNAL OF NEUROSCIENCE

Cortical dynamics revisited

(2013) Wolf Singer   TRENDS IN COGNITIVE SCIENCES

Representational geometry: integrating cognition, computation, and the brain

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

TRENTOOL: A Matlab open source toolbox to analyse information flow in time series data with transfer entropy

(2012) Michael Lindner et al.   BMC NEUROSCIENCE

The Functional Importance of Rhythmic Activity in the Brain

(2012) Gregor Thut et al.   CURRENT BIOLOGY

Information theoretic approaches to understanding circuit function

(2012) Adrienne Fairhall et al.   CURRENT OPINION IN NEUROBIOLOGY

Quantifying circular–linear associations: Hippocampal phase precession

(2012) Richard Kempter et al.   JOURNAL OF NEUROSCIENCE METHODS

Ten ironic rules for non-statistical reviewers

(2012) Karl Friston   NEUROIMAGE

A method for event-related phase/amplitude coupling

(2012) Bradley Voytek et al.   NEUROIMAGE

Mapping interictal epileptic discharges using mutual information between concurrent EEG and fMRI

(2012) César Caballero-Gaudes et al.   NEUROIMAGE

When Two Become One: The Limits of Causality Analysis of Brain Dynamics

(2012) Daniel Chicharro et al.   PLoS One

Tools of the trade: psychophysiological interactions and functional connectivity

(2012) Jill X. O’Reilly et al.   Social Cognitive and Affective Neuroscience

Analysis of Slow (Theta) Oscillations as a Potential Temporal Reference Frame for Information Coding in Sensory Cortices

(2012) Christoph Kayser et al.   PLoS Computational Biology

Estimation of mutual information using copula density function

(2011) X. Zeng et al.   ELECTRONICS LETTERS

The Laminar and Temporal Structure of Stimulus Information in the Phase of Field Potentials of Auditory Cortex

(2011) F. D. Szymanski et al.   JOURNAL OF NEUROSCIENCE

A novel test to determine the significance of neural selectivity to single and multiple potentially correlated stimulus features

(2011) Robin A.A. Ince et al.   JOURNAL OF NEUROSCIENCE METHODS

Applying multivariate techniques to high-dimensional temporally correlated fMRI data

(2011) Daniela Adolf et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Classification images: A review

(2011) R. F. Murray   JOURNAL OF VISION

Information theoretic approaches to functional neuroimaging

(2011) Dirk Ostwald et al.   MAGNETIC RESONANCE IMAGING

The neuronal encoding of information in the brain

(2011) Edmund T. Rolls et al.   PROGRESS IN NEUROBIOLOGY

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

(2011) David M. Groppe et al.   PSYCHOPHYSIOLOGY

Detecting Novel Associations in Large Data Sets

(2011) D. N. Reshef et al.   SCIENCE

Cracking the Code of Oscillatory Activity

(2011) Philippe G. Schyns et al.   PLOS BIOLOGY

Mutual information is copula entropy

(2011) Jian Ma et al.   TSINGHUA SCIENCE AND TECHNOLOGY

A mutual information-based metric for evaluation of fMRI data-processing approaches

(2010) Babak Afshin-Pour et al.   HUMAN BRAIN MAPPING

Sensory information in local field potentials and spikes from visual and auditory cortices: time scales and frequency bands

(2010) Andrei Belitski et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Estimating the directed information to infer causal relationships in ensemble neural spike train recordings

(2010) Christopher J. Quinn et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Spatial Attention Improves the Quality of Population Codes in Human Visual Cortex

(2010) Sameer Saproo et al.   JOURNAL OF NEUROPHYSIOLOGY

Information-theoretic methods for studying population codes

(2010) Robin A.A. Ince et al.   NEURAL NETWORKS

Encoding and decoding in fMRI

(2010) Thomas Naselaris et al.   NEUROIMAGE

Wiener–Granger Causality: A well established methodology

(2010) Steven L. Bressler et al.   NEUROIMAGE

Neurophysiological and Computational Principles of Cortical Rhythms in Cognition

(2010) Xiao-Jing Wang   PHYSIOLOGICAL REVIEWS

Millisecond encoding precision of auditory cortex neurons

(2010) C. Kayser et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

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

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

Rank-Based Inverse Normal Transformations are Increasingly Used, But are They Merited?

(2009) T. Mark Beasley et al.   BEHAVIOR GENETICS

A toolbox for the fast information analysis of multiple-site LFP, EEG and spike train recordings

(2009) Cesare Magri et al.   BMC NEUROSCIENCE

An information-theoretic approach to statistical dependence: Copula information

(2009) R. S. Calsaverini et al.   EPL

Extracting information from neuronal populations: information theory and decoding approaches

(2009) Rodrigo Quian Quiroga et al.   NATURE REVIEWS NEUROSCIENCE

A novel approach for enhancing the signal-to-noise ratio and detecting automatically event-related potentials (ERPs) in single trials

(2009) L. Hu et al.   NEUROIMAGE

Spike-Phase Coding Boosts and Stabilizes Information Carried by Spatial and Temporal Spike Patterns

(2009) Christoph Kayser et al.   NEURON

Granger Causality and Transfer Entropy Are Equivalent for Gaussian Variables

(2009) Lionel Barnett et al.   PHYSICAL REVIEW LETTERS

The Natural Statistics of Audiovisual Speech

(2009) Chandramouli Chandrasekaran et al.   PLoS Computational Biology

On the Failure of the Bootstrap for Matching Estimators

(2008)   ECONOMETRICA

On the use of information theory for the analysis of the relationship between neural and imaging signals

(2008) Stefano Panzeri et al.   MAGNETIC RESONANCE IMAGING

Estimating the influence of attention on population codes in human visual cortex using voxel-based tuning functions

(2008) J SERENCES et al.   NEUROIMAGE

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

(2008) S SMITH et al.   NEUROIMAGE

Information processing algorithms in the brain

(2008) Philippe G. Schyns et al.   TRENDS IN COGNITIVE SCIENCES

Neural Coding of Natural Stimuli: Information at Sub-Millisecond Resolution

(2008) Ilya Nemenman et al.   PLoS Computational Biology

Goodness-of-fit tests for copulas: A review and a power study

(2007) Christian Genest et al.   INSURANCE MATHEMATICS & ECONOMICS