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Aryn-xy/Reproducible-Neural-Spike-Train-Modeling

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Spike Train Simulation (Reproducible)

This project simulates neural spike train data randomly using a Poisson process, with the random seed fixed for reproducibility. It visualizes the spike train, calculates inter-spike intervals (ISI), and estimates the firing rate of a neuron.

Features

  • Simulated Spike Train: Generates random spike times based on a Poisson process with a fixed random seed for reproducibility.
  • ISI Histogram: Visualizes the distribution of time intervals between spikes.
  • Firing Rate Calculation: Estimates the firing rate based on simulated spikes.

Sample Output

Raster Plot

Raster Plot

ISI Histogram

ISI Histogram

About

Reproducible modeling of neural spike trains with analysis of ISI distributions and firing rates.

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