Supervised brain node and network construction under voxel-level functional imaging

• Published in: Imaging neuroscience (Cambridge, Mass.) Vol. 3
• Main Authors: Xu, Wanwan, Wang, Selena, Gao, Simiao, Tian, Xinyuan, Tan, Chichun, Shen, Xilin, Luo, Wenjing, Constable, Todd, Li, Tianxi, Zhao, Yize
• Format: Journal Article
• Language: English
• Published: 255 Main Street, 9th Floor, Cambridge, Massachusetts 02142, USA MIT Press 26.06.2025
• Subjects: brain atlas; connectome-based predictive model; fMRI; functional connectivity; spectral clustering; supervised learning; brain atlas; fMRI; functional connectivity; connectome-based predictive model; supervised learning; spectral clustering

Recent advancements in understanding the brain’s functional organization related to behavior have been pivotal, particularly in the development of predictive models based on brain connectivity. A major analytical strategy in this domain involves a two-step process by first constructing a connectivit...