Nonlinear ICA of fMRI reveals primitive temporal structures linked to rest, task, and behavioral traits

Hiroshi Morioka; Vince Calhoun; Aapo Hyvarinen

doi:10.1016/j.neuroimage.2020.116989

Nonlinear ICA of fMRI reveals primitive temporal structures linked to rest, task, and behavioral traits

Hiroshi Morioka, Vince Calhoun, Aapo Hyvarinen

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Article number	116989
Journal	NeuroImage
Volume	218
Number of pages	17
ISSN	1053-8119
DOIs	https://doi.org/10.1016/j.neuroimage.2020.116989
Publication status	Published - Sept 2020
MoE publication type	A1 Journal article-refereed

Fields of Science

Nonlinear spatial independent component analysis (sICA)
Local space-contrastive learning (LSCL)
Unsupervised deep learning
Temporal primitives
Resting-state functional magnetic resonance imaging (fMRI)
Behavioral traits
INDEPENDENT COMPONENT ANALYSIS
DYNAMIC FUNCTIONAL CONNECTIVITY
BRAIN CONNECTIVITY
STATE FMRI
FLUCTUATIONS
STIMULUS
ORGANIZATION
RESPIRATION
NETWORKS
PATTERNS
113 Computer and information sciences

Access to Document

10.1016/j.neuroimage.2020.116989Licence: CC BY-NC-ND

1-s2.0-S1053811920304754-mainFinal published version, 6.33 MBLicence: CC BY-NC-ND

Cite this

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title = "Nonlinear ICA of fMRI reveals primitive temporal structures linked to rest, task, and behavioral traits",

keywords = "Nonlinear spatial independent component analysis (sICA), Local space-contrastive learning (LSCL), Unsupervised deep learning, Temporal primitives, Resting-state functional magnetic resonance imaging (fMRI), Behavioral traits, INDEPENDENT COMPONENT ANALYSIS, DYNAMIC FUNCTIONAL CONNECTIVITY, BRAIN CONNECTIVITY, STATE FMRI, FLUCTUATIONS, STIMULUS, ORGANIZATION, RESPIRATION, NETWORKS, PATTERNS, 113 Computer and information sciences",

author = "Hiroshi Morioka and Vince Calhoun and Aapo Hyvarinen",

year = "2020",

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doi = "10.1016/j.neuroimage.2020.116989",

language = "English",

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journal = "NeuroImage",

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T1 - Nonlinear ICA of fMRI reveals primitive temporal structures linked to rest, task, and behavioral traits

AU - Morioka, Hiroshi

AU - Calhoun, Vince

AU - Hyvarinen, Aapo

PY - 2020/9

Y1 - 2020/9

KW - Nonlinear spatial independent component analysis (sICA)

KW - Local space-contrastive learning (LSCL)

KW - Unsupervised deep learning

KW - Temporal primitives

KW - Resting-state functional magnetic resonance imaging (fMRI)

KW - Behavioral traits

KW - INDEPENDENT COMPONENT ANALYSIS

KW - DYNAMIC FUNCTIONAL CONNECTIVITY

KW - BRAIN CONNECTIVITY

KW - STATE FMRI

KW - FLUCTUATIONS

KW - STIMULUS

KW - ORGANIZATION

KW - RESPIRATION

KW - NETWORKS

KW - PATTERNS

KW - 113 Computer and information sciences

U2 - 10.1016/j.neuroimage.2020.116989

DO - 10.1016/j.neuroimage.2020.116989

M3 - Article

SN - 1053-8119

VL - 218

JO - NeuroImage

JF - NeuroImage

M1 - 116989

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