Classification based hypothesis testing in neuroscience: Below-chance level classification rates and overlooked statistical properties of linear parametric classifiers

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

(2014) Quentin Noirhomme et al.   NeuroImage-Clinical

Memory Consolidation by Replay of Stimulus-Specific Neural Activity

(2013) L. Deuker et al.   JOURNAL OF NEUROSCIENCE

Highly parallel assays of tissue-specific enhancers in whole Drosophila embryos

(2013) Stephen S Gisselbrecht et al.   NATURE METHODS

Power failure: why small sample size undermines the reliability of neuroscience

(2013) Katherine S. Button et al.   NATURE REVIEWS NEUROSCIENCE

Searchlight analysis: Promise, pitfalls, and potential

(2013) Joset A. Etzel et al.   NEUROIMAGE

Searchlight-based multi-voxel pattern analysis of fMRI by cross-validated MANOVA

(2013) Carsten Allefeld et al.   NEUROIMAGE

Awake reactivation predicts memory in humans

(2013) B. P. Staresina et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Multivariate pattern analysis reveals subtle brain anomalies relevant to the cognitive phenotype in neurofibromatosis type 1

(2012) João V. Duarte et al.   HUMAN BRAIN MAPPING

Decoding the representation of numerical values from brain activation patterns

(2012) Saudamini Roy Damarla et al.   HUMAN BRAIN MAPPING

Theta-Coupled Periodic Replay in Working Memory

(2010) Lluís Fuentemilla et al.   CURRENT BIOLOGY

Introduction to machine learning for brain imaging

(2010) Steven Lemm et al.   NEUROIMAGE

High-dimensional classification using features annealed independence rules

(2009) Jianqing Fan et al.   ANNALS OF STATISTICS

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

(2009) J.D. Rodriguez et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Circular analysis in systems neuroscience: the dangers of double dipping

(2009) Nikolaus Kriegeskorte et al.   NATURE NEUROSCIENCE

Impossibility of successful classification when useful features are rare and weak

(2009) J. Jin   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Higher criticism thresholding: Optimal feature selection when useful features are rare and weak

(2008) D. Donoho et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA