Tensors for neuroimaging: A review on applications of tensors to unravel the mysteries of the brain

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Abstract

Neuroimaging techniques are used to image the structure and function of the nervous system for medicine, psychology, and neuroscience research. Brain data are inherently multidimensional and complex, and the recent advances in neuroimaging allow the acquisition of brain signals at an increasing spatiotemporal resolution. Being able to process the resulting large-scale data and capturing the multiway structure of the brain, tensor-based analyses are well suited for a variety of neuroimaging applications. In this review, we provide a comprehensive overview of successful tensor-based solutions used in the field of neuroimaging discuss practical challenges and the future of tensors in medical technology.

Original languageEnglish
Title of host publicationTensors for Data Processing
Subtitle of host publicationTheory, Methods, and Applications
EditorsYipeng Liu
PublisherElsevier
Chapter12
Pages427-482
Number of pages56
ISBN (Electronic)978-0-12-824447-0
ISBN (Print)9780323859653
DOIs
Publication statusPublished - 2022

Bibliographical note

Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care
Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

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