Furutsu-Novikov--like cross-correlation--response relations for systems driven by shot noise

Jakob Stubenrauch; Benjamin Lindner

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arXiv · 2405.13508

Furutsu-Novikov--like cross-correlation--response relations for systems driven by shot noise

Jakob Stubenrauch·Benjamin Lindner

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Abstract

We consider a dynamic system that is driven by an intensity-modulated Poisson process with intensity $\Lambda(t)=\lambda(t)+\varepsilon\nu(t)$. We derive an exact relation between the input-output cross-correlation in the spontaneous state ($\varepsilon=0$) and the linear response to the modulation ($\varepsilon>0$). If $\varepsilon$ is sufficiently small, linear response theory captures the full response. The relation can be regarded as a variant of the Furutsu-Novikov theorem for the case of shot noise. As we show, the relation is still valid in the presence of additional independent noise. Furthermore, we derive an extension to Cox-process input, which provides an instance of colored shot noise. We discuss applications to particle detection and to neuroscience. Using the new relation, we obtain a fluctuation-response-relation for a leaky integrate-and-fire neuron. We also show how the new relation can be used in a remote control problem in a recurrent neural network. The relations are numerically tested for both stationary and non-stationary dynamics. Lastly, extensions to marked Poisson processes and to higher-order statistics are presented.

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BibTeX RIS

Jakob Stubenrauch, Benjamin Lindner. 2024-05-22. Furutsu-Novikov--like cross-correlation--response relations for systems driven by shot noise. https://arxiv.org/abs/2405.13508

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