Nonparametric statistical testing of EEG- and MEG-data.

By Eric Maris, Robert Oostenveld. Journal of Neuroscience Methods, 2007

8,147 citations recorded by the source corpus.

Subfields: Cognitive Neuroscience, Signal Processing

View Paper: https://www.semanticscholar.org/paper/d99ef919dcfa0f089484e505844bb996992459e0

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Cognitive Neuroscience

In Signal Processing

Citations in the corpus

Investigating scalar implicatures in a truth-value judgement task: evidence from event-related brain potentials (2016, methodology): “We performed a non-parametric statistical procedure called cluster-based permutation test (Maris and Oostenveld, 2007).”
Persistent schema-dependent hippocampal-neocortical connectivity during memory encoding and postencoding rest in humans (2010, methodology): “Because of dependencies within these measures, these correlations were subjected to cluster-based randomization tests (59, 60) to test the null hypotheses that (i) time series data of a random set of participants can be sign permuted without affecting group-level ISS and (ii) participants can be ran”
Prior Expectation Mediates Neural Adaptation to Repeated Sounds in the Auditory Cortex: An MEG Study (2011, methodology): “Evoked and oscillatory auditory activity of different conditions were statistically compared using nonparametric cluster-based permutation t tests (Maris and Oostenveld, 2007).”
Lost in thoughts: Neural markers of low alertness during mind wandering (2011, methodology): “Since most representation involves hundreds of tests, correction for multiple comparisons was performed using the Montecarlo and the cluster method as developed by Maris (2007).”
Mass univariate analysis of event-related brain potentials/fields I: A critical tutorial review (2011, background): “Technically, this means that cluster-based tests provide only weak FWER control (Maris & Oostenveld, 2007).”
Transcranial magnetic stimulation of the precuneus enhances memory and neural activity in prodromal Alzheimer's disease (2018, methodology): “Non-parametric, cluster-based permutation statistics was conducted to correct for multiple comparisons (Maris and Oostenveld, 2007).”
FieldTrip: Open Source Software for Advanced Analysis of MEG, EEG, and Invasive Electrophysiological Data (2010, methodology): “Independent of the data representation, FieldTrip uses the same underlying code to assess signiﬁcance using parametric or nonparametric algorithms [7] for statistical inference.”
Inter-Brain Synchronization during Social Interaction (2010, neutral): “Following previous studies [41,42], the resulting t-value matrices were then thresholded for absolute values larger than 2.”
Prestimulus Oscillatory Activity in the Alpha Band Predicts Visual Discrimination Ability (2008, background): “This effectively corrects for multiple comparisons over sensors, in within subject comparisons (Nichols and Holmes, 2002; Maris and Oostenveld, 2007).”
Inter- and intra-individual variability in alpha peak frequency (2014, methodology): “To establish whether these contrasts were significantly different from 0, a cluster-based nonparametric randomization test was applied (Maris and Oostenveld, 2007).”
Gamma and beta bursts underlie working memory (2016, neutral): “…of the normalized firing rates within versus outside oscillatory bursts we resorted to a permutation test on the largest cluster based statistics (Maris and Oostenveld, 2007), originally proposed to increase the test sensitivity based on the known properties of the data (here: temporal…”
α-Oscillations in the monkey sensorimotor network influence discrimination performance by rhythmical inhibition of neuronal spiking (2011, methodology): “baseline activation) were significantly different from 0, a cluster-based nonparametric randomization test was applied within sessions (47).”
A visual M170 effect of morphological complexity (2009, methodology): “Each observation (i.e., a source amplitude at a time point) was included in two statistical tests: a point-by-point t-test, and a within-subjects nonparametric statistical permutation test based on 1000 random draws (Maris & Oostenveld, 2007).”