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| * /ToolboxStatisticalAnalysis - ''Using parametric (t-test, ANOVA) and nonparametric tests'' | |
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| ==== Feature selection & Classification ==== | ==== Machine Learning ==== |
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| ==== Statistics & Math ==== * /ToolboxStatisticsTtest - ''T-test'' * /ToolboxStatisticalAnova - ''Analysis of variance'' (ANOVA) * /ToolboxStatisticsNonparametric - ''Nonparametric statistics'' |
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You can use the ''/ToolboxAdvancedTopicsTemplate'' to start off writing your tutorial. |
Documentation of the BBCI Matlab Toolbox
IN CONSTRUCTION
Contents
/ToolboxSetup - Installation, configuration and starting the toolbox
/ToolboxData - Data formats, data structures, functions for fileio
/ToolboxIntro - A gentle introduction to the toolbox
/ToolboxPracticalExamples - Of investigating ERPs, and Spectral Analysis
/ToolboxFileio - Functions for reading and writing EEG data
/ToolboxVisualization - How to visualize EEG data
/ToolboxClassification - How to use classifiers and tools for validation
/ToolboxAutomation - Automatic analysis of a set of experiments, and generation of PDFs (includes calculation of Grand Average ERPs)
/ToolboxExperimentalStudy - Preparing scripts for an experimental study (acquisition and data conversion)
/ToolboxOnline - All about the online system
- Function reference: Basti please add the link here!
Advanced topics
Preprocessing
/ToolboxFilter - Filter design [TODO]
Neurophysiology
/ToolboxTimeFrequency - Time-frequency analysis using wavelets and short-time Fourier transform [in progress]
/ToolboxSource - EEG source localization [TODO] Stefan?
/ToolboxCoherence - Coherence and phase locking* [TODO] Arne??? Johannes?
Machine Learning
/ToolboxClassifier - Classifier selection (linear vs non-linear etc) Volunteers???
/ToolboxPca - Principal components analysis (PCA) [TODO] Sven?
/ToolboxIca - Independent components analysis (ICA) [TODO] Michael?
/ToolboxCsp - Common Spatial Patterns (CSP), CSP patches, stationary CSP [TODO] Carmen? Claudia? Wojtek?
/ToolboxSsa - Stationary Subspace Analysis (SSA) [TODO] Paul???
/ToolboxCca - Canonical Correlation Analysis (CCA) [TODO] ???
Statistics & Math
/ToolboxStatisticsTtest - T-test
/ToolboxStatisticalAnova - Analysis of variance (ANOVA)
/ToolboxStatisticsNonparametric - Nonparametric statistics
*Depending on permission to include Guido's code into the BBCI toolbox.