Author
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Author 1
Reviewer 1
Wei Zhang
Cognitive Neuroimaging Centre, Nanyang Technological University, Singapore
Summary
Edited Journals
IECE Contributions

Free Access | Review Article | 23 September 2024
Modeling Brain Functional Networks Using Graph Neural Networks: A Review and Clinical Application
IECE Transactions on Intelligent Systematics | Volume 1, Issue 2: 58-68, 2024 | DOI:10.62762/TIS.2024.680959
Abstract
The integration of graph neural networks (GNNs) with brain functional network analysis is an emerging field that combines neuroscience and machine learning to enhance our understanding of complex brain dynamics. We first briefly introduce the fundamentals of brain functional networks, followed by an overview of Graph Neural Network principles and architectures. The review then focuses on the applications of these networks and address current challenges in the field, such as the need for interpretable models and effective integration of multi-modal neuroimaging data. We also highlight the potential of GNNs in clinical perimenopausal areas such as perimenopausal depression research, demonstrat... More >

Graphical Abstract
Modeling Brain Functional Networks Using Graph Neural Networks: A Review and Clinical Application