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Partial directed coherence and neuronal connectivity inference

Authors: L.A. Baccala; K. Sameshima;

Partial directed coherence and neuronal connectivity inference

Abstract

After a brief review of the newly introduced concept of partial directed coherence (PDC), we discuss its role and limitations in disclosing the connectivity of networks comprising spiking neurons. Because of the inherent point- process nature of the signals involved, the problem must first be formulated in continuous time and subsequently rephrased in discrete time for computationally efficient processing purposes. This procedure, which we term "signal reconstruction" involves convolving the impulses associated to neuronal discharges with suitably denned "kernels" , i. e., superposed continuous time waveforms that are then discretized in time. We compare three such kernel candidates and show, via simulations of interconned neurons (leaky- and integrate-and-fire units), that kernel duration has substantial impact on the observed attainable confidence levels of connectivity inference according to network specifics involving its dynamics and its topology.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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