mTRF-Toolbox is a MATLAB package for modelling multivariate stimulus-response data, suitable for neurophysiological data such as MEG, EEG, sEEG, ECoG and EMG. It can be used to model the functional relationship between neuronal populations and dynamic sensory inputs such as natural scenes and sounds, or build neural decoders for reconstructing stimulus features and developing real-time applications such as brain-computer interfaces (BCIs).

Toolbox Paper: http://dx.doi.org/10.3389/fnhum.2016.00604
Methods Paper: https://doi.org/10.3389/fnins.2021.705621

Features

  • Forward/backward modelling
  • Efficient nested cross-validation
  • Decoder-encoder transformation
  • Single-lag analysis
  • Attention decoder optimization
  • Multisensory additive model framework

Project Samples

mTRF-Toolbox Screenshot 1

Project Activity

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Categories

HMI, Machine Learning

License

BSD License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Intended Audience

Science/Research

User Interface

Command-line

Programming Language

MATLAB

Related Categories

MATLAB HMI Software, MATLAB Machine Learning Software

Registered

2014-03-10
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