ArticleFrontiers in neuroscience2020
MVPA-Light: A Classification and Regression Toolbox for Multi-Dimensional Data.
Article in Frontiers in neuroscience, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 103 papers.
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103 citing papers in PubMed.
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- Hippocampal-cingulate dynamics in the human brain link reinforcement-learning and memory.bioRxiv : the preprint server for biology · 2026Article
- Rhythmic stimulation elicits multiple, concurrent neural responses.Cerebral cortex (New York, N.Y. : 1991) · 2026Article
- From head to toe: Efficient somatosensory mapping with fast stimulation and multivariate pattern analysis.Neuroimage. Reports · 2026Article
- Theta oscillations tag episodic memories for sleep-dependent consolidation.PLoS biology · 2026Article
- Hippocampal ripples initiate cortical dimensionality expansion for memory retrieval.Nature communications · 2026Article
- App-based mindfulness meditation training enhances cognitive flexibility and modulates ACC and medial frontal gyrus activation during task switching in adolescent OCD.Neuroimage. Reports · 2026Article
- From prediction to control: Age-related dissociations between implicit regularity encoding and attentional modulation during perception-action integration.Developmental cognitive neuroscience · 2026Article
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- Sleep strengthens successor representations of learned sequences in humans.PLoS biology · 2026Article
- Auricular transcutaneous vagus nerve stimulation stabilizes event segmentation through modulation of working memory representations.The international journal of neuropsychopharmacology · 2026Article
- ERP Decoding Analysis of Visual Working Memory Processes in Schizophrenia.Alpha psychiatry · 2026Article
- Neural Heterogeneity Underlying Behavioral Equivalence: A Dynamic Neuro-Decoding Study of Cognitive and Affective Empathy in Relation to Autism-Like Traits.Brain and behavior · 2026Article
- Respiration Shapes the Neural Dynamics of Successful Remembering in Humans.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- Decoding Auditory Working Memory Load From EEG Alpha Oscillations.Psychophysiology · 2025Article
43 more citing papers are in PubMed but not listed here.
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Abstract
MVPA-Light is a MATLAB toolbox for multivariate pattern analysis (MVPA). It provides native implementations of a range of classifiers and regression models, using modern optimization algorithms. High-level functions allow for the multivariate analysis of multi-dimensional data, including generalization (e.g., time x time) and searchlight analysis. The toolbox performs cross-validation, hyperparameter tuning, and nested preprocessing. It computes various classification and regression metrics and establishes their statistical significance, is modular and easily extendable. Furthermore, it offers interfaces for LIBSVM and LIBLINEAR as well as an integration into the FieldTrip neuroimaging toolbox. After introducing MVPA-Light, example analyses of MEG and fMRI datasets, and benchmarking results on the classifiers and regression models are presented.
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