dc.contributor.author	Hebart, Martin N.
dc.contributor.author	Görgen, Kai
dc.contributor.author	Haynes, John-Dylan
dc.date.accessioned	2019-11-01T15:49:14Z
dc.date.available	2019-11-01T15:49:14Z
dc.date.issued	2015-01-06
dc.date.updated	2019-09-29T21:23:39Z
dc.description.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.	en
dc.description.sponsorship	DFG, GRK 1589, Verarbeitung sensorischer Informationen in neuronalen Systemen	en
dc.description.sponsorship	BMBF, 01GQ1006, Modulation von Bewertungsprozessen beim menschlichen Entscheidungsverhalten: ein neurocomputationaler Ansatz	en
dc.identifier.eissn	1662-5196
dc.identifier.uri	https://depositonce.tu-berlin.de/handle/11303/10237
dc.identifier.uri	http://dx.doi.org/10.14279/depositonce-9198
dc.language.iso	en	en
dc.rights.uri	https://creativecommons.org/licenses/by/4.0/	en
dc.subject.ddc	610 Medizin und Gesundheit	de
dc.subject.other	multivariate pattern analysis	en
dc.subject.other	decoding	en
dc.subject.other	pattern classification	en
dc.subject.other	fMRI	en
dc.subject.other	representational similarity analysis	en
dc.subject.other	searchlight	en
dc.title	The Decoding Toolbox (TDT): a versatile software package for multivariate analyses of functional imaging data	en
dc.type	Article	en
dc.type.version	publishedVersion	en
dcterms.bibliographicCitation.articlenumber	88	en
dcterms.bibliographicCitation.doi	10.3389/fninf.2014.00088	en
dcterms.bibliographicCitation.journaltitle	Frontiers in Neuroinformatics	en
dcterms.bibliographicCitation.originalpublishername	Frontiers Media S.A.	en
dcterms.bibliographicCitation.originalpublisherplace	Lausanne	en
dcterms.bibliographicCitation.volume	8	en
tub.accessrights.dnb	free	en
tub.affiliation	Fak. 4 Elektrotechnik und Informatik::Inst. Softwaretechnik und Theoretische Informatik::FG Neurotechnologie	de
tub.affiliation.faculty	Fak. 4 Elektrotechnik und Informatik	de
tub.affiliation.group	FG Neurotechnologie	de
tub.affiliation.institute	Inst. Softwaretechnik und Theoretische Informatik	de
tub.publisher.universityorinstitution	Technische Universität Berlin	en

The Decoding Toolbox (TDT): a versatile software package for multivariate analyses of functional imaging data

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