ArticlePloS one2019
Frequency cluster formation and slow oscillations in neural populations with plasticity.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Mean-Field Approximations With Adaptive Coupling for Networks With Spike-Timing-Dependent Plasticity.Neural computation · 2023Article
- Engineering spatiotemporal patterns: information encoding, processing, and controllability in oscillator ensembles.Biomedical physics & engineering express · 2023Article
- Collective Activity Bursting in a Population of Excitable Units Adaptively Coupled to a Pool of Resources.Frontiers in network physiology · 2022Article
- Critical Parameters in Dynamic Network Modeling of Sepsis.Frontiers in network physiology · 2022Article
- Modeling Tumor Disease and Sepsis by Networks of Adaptively Coupled Phase Oscillators.Frontiers in network physiology · 2021Article
- Long-Lasting Desynchronization of Plastic Neural Networks by Random Reset Stimulation.Frontiers in physiology · 2020Article
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We report the phenomenon of frequency clustering in a network of Hodgkin-Huxley neurons with spike timing-dependent plasticity. The clustering leads to a splitting of a neural population into a few groups synchronized at different frequencies. In this regime, the amplitude of the mean field undergoes low-frequency modulations, which may contribute to the mechanism of the emergence of slow oscillations of neural activity observed in spectral power of local field potentials or electroencephalographic signals at high frequencies. In addition to numerical simulations of such multi-clusters, we investigate the mechanisms of the observed phenomena using the simplest case of two clusters. In particular, we propose a phenomenological model which describes the dynamics of two clusters taking into account the adaptation of coupling weights. We also determine the set of plasticity functions (update rules), which lead to multi-clustering.
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Registered trials
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.