Network and Multilayer Network Approaches to Understanding Human Brain Dynamics
Bibliographic Data
| ID | 10708310 |
|---|---|
| Authors | Sarah F Muldoon (0000-0002-2830-9291), Danielle S Bassett (0000-0002-6183-4493) |
| Year | 2016 |
| Volume | 83 |
| Issue | 5 |
| Pages | 710-720 |
| Publication date | 2016-12-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Philosophy of Science (JOURNAL) |
| Journal identifiers | ISSN: 0031-8248 • E-ISSN: 1539-767X |
| Publisher | Cambridge University Press (CUP) (PUBLISHER) |
| DOI | 10.1086/687857 |
| OpenAlex | W2442470680 |
| Language | EN |
| Citations received | 9 |
| References cited | 55 |
Network neuroscience provides a systems approach to the study of the brain and enables the examination of interactions measured at different temporal and spatial scales. We review current methods to quantify the structure of brain networks and compare that structure across different clinical cohorts, cognitive states, and subjects. We further introduce the emerging mathematical concept of multilayer networks and describe the advantages of this approach to model changing brain dynamics over time. We conclude by offering several concrete examples of how multilayer network approaches to neuroimaging data provide novel insights into brain structure and evolving function
Brain function · Brain Structure and Function · Cognition · Cognitive science · Complex network · Data science · Dynamics (music) · Machine learning · Network dynamics · Network science · Network structure · Neuroimaging · Artificial Intelligence · Computer Science · Functional Brain Connectivity Studies · Mathematics · Mental Health Research Topics · Neural dynamics and brain function · Neuroscience · Psychology
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Collective dynamics of ‘small-world’ networks
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Multi-scale community organization of the human structural connectome and its relationship with resting-state functional connectivity
| Unique citing works | 9 |
|---|---|
| Citations per year | 1.13 |
| Citation span | 2018 - 2025 (8) |
| Citation velocity | recent |
| Highly cited | No |
| Citation types | Neutral: 9 |