no code implementations • 16 Mar 2024 • Ryota Kobayashi, Shigeru Shinomoto
This article presents a mini-review about the progress in inferring monosynaptic connections from spike trains of multiple neurons over the past twenty years.
no code implementations • 2 Mar 2020 • Shinsuke Koyama, Shigeru Shinomoto
The analysis is performed using a model that combines the inhomogeneous Poisson process and the Hawkes process, which represent exogenous fluctuations and endogenous chain-reaction mechanisms, respectively.
no code implementations • NeurIPS 2011 • Ryota Kobayashi, Yasuhiro Tsubo, Petr Lansky, Shigeru Shinomoto
Here, we develop a Bayesian method for inferring the time-varying mean and variance of the synaptic input, along with the dynamics of each ion channel from a single voltage trace of a neuron.