ArticleEntropy (Basel, Switzerland)2022
Functional Connectome of the Human Brain with Total Correlation.
Article in Entropy (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Comparative Mapping of Functional and Structural Homologies in the Pig and Human Brain.bioRxiv : the preprint server for biology · 2026Article
- Spatiotemporal complexity in the psychotic brain.Molecular psychiatry · 2026Article
- Deciphering multiway multiscale brain network connectivity from birth to 6 months.Communications biology · 2026Article
- Higher-Order Triadic Interactions: Insights Into the Multiscale Network Organization in Schizophrenia.Human brain mapping · 2025Article
- Altered Functional Network Energy Across Multiscale Brain Networks in Preterm vs. Full-Term Subjects: Insights from the Adolescent Brain Cognitive Development (ABCD) Study.Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2025Article
- Altered Functional Network Energy Across Multiscale Brain Networks in Preterm vs. Full-Term Subjects: Insights from the Adolescent Brain Cognitive Development (ABCD) Study.bioRxiv : the preprint server for biology · 2025Article
- CubicPat: Investigations on the Mental Performance and Stress Detection Using EEG Signals.Diagnostics (Basel, Switzerland) · 2025Article
- Deciphering Multiway Multiscale Brain Network Connectivity: Insights from Birth to 6 Months.bioRxiv : the preprint server for biology · 2025Article
- Directed brain connectivity biomarkers of healthy aging and Parkinson's disease staging.Frontiers in aging neuroscience · 2025Article
- Exploring Nonlinear Dynamics In Brain Functionality Through Phase Portraits And Fuzzy Recurrence Plots.bioRxiv : the preprint server for biology · 2024Article
- Effects of gender and age on sleep EEG functional connectivity differences in subjects with mild difficulty falling asleep.Frontiers in psychiatry · 2024Article
- Revealing Complex Functional Topology Brain Network Correspondences Between Humans and Marmosets.bioRxiv : the preprint server for biology · 2023Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
Recent studies proposed the use of Total Correlation to describe functional connectivity among brain regions as a multivariate alternative to conventional pairwise measures such as correlation or mutual information. In this work, we build on this idea to infer a large-scale (whole-brain) connectivity network based on Total Correlation and show the possibility of using this kind of network as biomarkers of brain alterations. In particular, this work uses Correlation Explanation (CorEx) to estimate Total Correlation. First, we prove that CorEx estimates of Total Correlation and clustering results are trustable compared to ground truth values. Second, the inferred large-scale connectivity network extracted from the more extensive open fMRI datasets is consistent with existing neuroscience studies, but, interestingly, can estimate additional relations beyond pairwise regions. And finally, we show how the connectivity graphs based on Total Correlation can also be an effective tool to aid in the discovery of brain diseases.
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