Please use this identifier to cite or link to this item: http://dx.doi.org/10.14279/depositonce-9198
Main Title: The Decoding Toolbox (TDT): a versatile software package for multivariate analyses of functional imaging data
Author(s): Hebart, Martin N.
Görgen, Kai
Haynes, John-Dylan
Type: Article
Language Code: en
Abstract: The multivariate analysis of brain signals has recently sparked a great amount of interest, yet accessible and versatile tools to carry out decoding analyses are scarce. Here we introduce The Decoding Toolbox (TDT) which represents a user-friendly, powerful and flexible package for multivariate analysis of functional brain imaging data. TDT is written in Matlab and equipped with an interface to the widely used brain data analysis package SPM. The toolbox allows running fast whole-brain analyses, region-of-interest analyses and searchlight analyses, using machine learning classifiers, pattern correlation analysis, or representational similarity analysis. It offers automatic creation and visualization of diverse cross-validation schemes, feature scaling, nested parameter selection, a variety of feature selection methods, multiclass capabilities, and pattern reconstruction from classifier weights. While basic users can implement a generic analysis in one line of code, advanced users can extend the toolbox to their needs or exploit the structure to combine it with external high-performance classification toolboxes. The toolbox comes with an example data set which can be used to try out the various analysis methods. Taken together, TDT offers a promising option for researchers who want to employ multivariate analyses of brain activity patterns.
URI: https://depositonce.tu-berlin.de/handle/11303/10237
http://dx.doi.org/10.14279/depositonce-9198
Issue Date: 6-Jan-2015
Date Available: 1-Nov-2019
DDC Class: 610 Medizin und Gesundheit
Subject(s): multivariate pattern analysis
decoding
pattern classification
fMRI
representational similarity analysis
searchlight
Sponsor/Funder: DFG, GRK 1589, Verarbeitung sensorischer Informationen in neuronalen Systemen
BMBF, 01GQ1006, Modulation von Bewertungsprozessen beim menschlichen Entscheidungsverhalten: ein neurocomputationaler Ansatz
License: https://creativecommons.org/licenses/by/4.0/
Journal Title: Frontiers in Neuroinformatics
Publisher: Frontiers Media S.A.
Publisher Place: Lausanne
Volume: 8
Article Number: 88
Publisher DOI: 10.3389/fninf.2014.00088
EISSN: 1662-5196
Appears in Collections:FG Neurotechnologie » Publications



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