Large-scale resting-state fMRI analysis via regression-assisted framework

• Published in: Biomedical signal processing and control Vol. 112; p. 108404
• Main Authors: Yang, Hanlu, Gabrielson, Ben, Vu, Trung, Calhoun, Vince D., Adali, Tülay
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2026
• Subjects: Coreset; Functional network connectivity; Independent vector analysis with reference; Multilinear regression; Resting-state fMRI; Resting-state fMRI; Coreset; Independent vector analysis with reference; Functional network connectivity; Multilinear regression

Resting-state fMRI has been widely used to investigate the neurobiology of psychiatric disorders. However, analyzing large-scale fMRI data poses significant challenges due to data complexity and subject heterogeneity. Independent vector analysis (IVA) has been effectively utilized to identify biomar...