ArticleFrontiers in neuroinformatics2017
Efficient Computation of Functional Brain Networks: toward Real-Time Functional Connectivity.
Article in Frontiers in neuroinformatics, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Combined Yoga and Transcranial Direct Current Stimulation Increase Functional Connectivity and Synchronization in the Frontal Areas.Brain topography · 2022Trial
- Gamma amplitude-envelope correlations are strongly elevated within hyperexcitable networks in focal epilepsy.Scientific reports · 2024Article
- Online functional connectivity analysis of large all-to-all networks in MNE Scan.Imaging neuroscience (Cambridge, Mass.) · 2024Article
- Disentanglement of Resting State Brain Networks for Localizing Epileptogenic Zone in Focal Epilepsy.Brain topography · 2024Article
- Article
- Selection of the Minimum Number of EEG Sensors to Guarantee Biometric Identification of Individuals.Sensors (Basel, Switzerland) · 2023Article
- Modeling Brain Functional Connectivity Patterns during an Isometric Arm Force Exertion Task at Different Levels of Perceived Exertion: A Graph Theoretical Approach.Brain sciences · 2022Article
- Real-Time Algorithm for Detrended Cross-Correlation Analysis of Long-Range Coupled Processes.Frontiers in physiology · 2022Article
- A novel index of functional connectivity: phase lag based on Wilcoxon signed rank test.Cognitive neurodynamics · 2021Article
- Deep Neural Regression Prediction of Motor Imagery Skills Using EEG Functional Connectivity Indicators.Sensors (Basel, Switzerland) · 2021Article
- Article
- Differential Path-Length Factor's Effect on the Characterization of Brain's Hemodynamic Response Function: A Functional Near-Infrared Study.Frontiers in neuroinformatics · 2018Article
- Functional Connectivity Disruption in Subjective Cognitive Decline and Mild Cognitive Impairment: A Common Pattern of Alterations.Frontiers in aging neuroscience · 2017Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Functional Connectivity has demonstrated to be a key concept for unraveling how the brain balances functional segregation and integration properties while processing information. This work presents a set of open-source tools that significantly increase computational efficiency of some well-known connectivity indices and Graph-Theory measures. PLV, PLI, ImC, and wPLI as Phase Synchronization measures, Mutual Information as an information theory based measure, and Generalized Synchronization indices are computed much more efficiently than prior open-source available implementations. Furthermore, network theory related measures like Strength, Shortest Path Length, Clustering Coefficient, and Betweenness Centrality are also implemented showing computational times up to thousands of times faster than most well-known implementations. Altogether, this work significantly expands what can be computed in feasible times, even enabling whole-head real-time network analysis of brain function.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.