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Valid and powerful group statistics for decoding accuracy: Information Prevalence Inference using the i-th order statistic ( i -test)

https://doi.org/10.1101/578930
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/hbm.23140openalex-snapshot
Classification based hypothesis testing in neuroscience: Below‐chance level classification rates and overlooked statistical properties of linear parametric classifiers
inferredcites →https://doi.org/10.1006/nimg.1995.1007openalex-snapshot
Analysis of fMRI Time-Series Revisited
inferredcites →https://doi.org/10.1006/nimg.1999.0484openalex-snapshot
Multisubject fMRI Studies and Conjunction Analyses
inferredcites →https://doi.org/10.1007/978-1-4757-3235-1_3openalex-snapshot
Testing Hypotheses
inferredcites →https://doi.org/10.1007/978-3-540-74976-9_19openalex-snapshot
Classification of Anti-learnable Biological and Synthetic Data
inferredcites →https://doi.org/10.1016/j.cub.2010.01.057openalex-snapshot
Theta-Coupled Periodic Replay in Working Memory
inferredcites →https://doi.org/10.1016/j.neuroimage.2009.03.025openalex-snapshot
Bayesian model selection for group studies
inferredcites →https://doi.org/10.1016/j.neuroimage.2012.09.063openalex-snapshot
Statistical inference and multiple testing correction in classification-based multi-voxel pattern analysis (MVPA): Random permutations and cluster size control
inferredcites →https://doi.org/10.1016/j.neuroimage.2013.08.025openalex-snapshot
Revisiting multi-subject random effects in fMRI: Advocating prevalence estimation
inferredcites →https://doi.org/10.1016/j.neuroimage.2013.11.043openalex-snapshot
Searchlight-based multi-voxel pattern analysis of fMRI by cross-validated MANOVA
inferredcites →https://doi.org/10.1016/j.neuroimage.2016.07.040openalex-snapshot
Valid population inference for information-based imaging: From the second-level t -test to prevalence inference
inferredcites →https://doi.org/10.1016/j.neuroimage.2017.08.017openalex-snapshot
Decoding naturalistic experiences from human brain activity via distributed representations of words
inferredcites →https://doi.org/10.1016/j.neuroimage.2017.12.090openalex-snapshot
Decoding intentions of self and others from fMRI activity patterns
inferredcites →https://doi.org/10.1016/j.neuroimage.2018.08.060openalex-snapshot
Cortical activation associated with motor preparation can be used to predict the freely chosen effector of an upcoming movement and reflects response time: An fMRI decoding study
inferredcites →https://doi.org/10.1016/j.nicl.2014.04.004openalex-snapshot
Biased binomial assessment of cross-validated estimation of classification accuracies illustrated in diagnosis predictions
inferredcites →https://doi.org/10.1016/s0896-6273(02)00877-2openalex-snapshot
How Distributed Is Visual Category Information in Human Occipito-Temporal Cortex? An fMRI Study
inferredcites →https://doi.org/10.1073/pnas.0600244103openalex-snapshot
Information-based functional brain mapping
inferredcites →https://doi.org/10.1109/icpr.2010.764openalex-snapshot
The Balanced Accuracy and Its Posterior Distribution
inferredcites →https://doi.org/10.1109/icsmc.2012.6377825openalex-snapshot
Supervised learning and anti-learning of colorectal cancer classes and survival rates from cellular biology parameters
inferredcites →https://doi.org/10.1111/ejn.13063openalex-snapshot
Decoding sequential finger movements from preparatory activity in higher‐order motor regions: a functional magnetic resonance imaging multi‐voxel pattern analysis
inferredcites →https://doi.org/10.1146/annurev-neuro-062012-170325openalex-snapshot
Decoding Neural Representational Spaces Using Multivariate Pattern Analysis
inferredcites →https://doi.org/10.1371/journal.pcbi.1003553openalex-snapshot
A Toolbox for Representational Similarity Analysis
inferredcites →https://doi.org/10.1523/jneurosci.0080-11.2011openalex-snapshot
Decoding Action Intentions from Preparatory Brain Activity in Human Parieto-Frontal Networks
inferredcites →https://doi.org/10.1523/jneurosci.0414-13.2013openalex-snapshot
Memory Consolidation by Replay of Stimulus-Specific Neural Activity
inferredcites →https://doi.org/10.1523/jneurosci.0541-12.2013openalex-snapshot
Where One Hand Meets the Other: Limb-Specific and Action-Dependent Movement Plans Decoded from Preparatory Signals in Single Human Frontoparietal Brain Areas
inferredcites →https://doi.org/10.3758/brm.41.4.1149openalex-snapshot
Statistical power analyses using G*Power 3.1: Tests for correlation and regression analyses
inferredcites →https://doi.org/10.5167/uzh-71594openalex-snapshot
Bayesian mixed-effects inference on classification performance in hierarchical datasets
inferredcites →https://doi.org/10.5555/1756006.1859913openalex-snapshot
Permutation Tests for Studying Classifier Performance

What points at this work

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inferred← citeshttps://doi.org/10.1523/jneurosci.1326-21.2022openalex-snapshot
Partially Overlapping Neural Correlates of Metacognitive Monitoring and Metacognitive Control
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