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Inference Methods for Interaction and No...
Mori, Fumito...
Inference Methods for Interaction and Noise Intensities Using Only Spike-time Data on Coupled Oscillators by Mori, Fumito ( Author )
Australian National University
04-08-2023
We propose theoretical methods to infer coupling strength and noise intensity simultaneously through an observation of spike timing in two well-synchronized noisy oscillators. A phase oscillator model is applied to derive formulae relating each of the parameters to some statistics from spike-time data. Using these formulae, each parameter is inferred from a specific set of statistics. We demonstrate the methods with the FitzHugh-Nagumo model as well as the phase model. Our methods do not require any external perturbation and thus are ready for application to various experimental systems.
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Article
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29.34 KB
English
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MYR 0.01
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http://arxiv.org/abs/1308.6140
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