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Package implementing the Spike Response Plasticity (SRP) model of synaptic dynamics.

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nauralcodinglab/srplasticity

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Copyright (C) 2021 Julian Rossbroich, Daniel Trotter, John Beninger, Richard Naud

This program is free software: you can redistribute it and/or modify
it under the terms of the GNU General Public License as published by
the Free Software Foundation, either version 3 of the License, or
(at your option) any later version.

This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
GNU General Public License for more details.

You should have received a copy of the GNU General Public License
along with this program.  If not, see <https://www.gnu.org/licenses/>.

Spike Response Plasticity

Implementation of a linear-nonlinear model of short-term plasticity as described in Linear-Nonlinear Cascades Capture Synaptic Dynamics.

Tutorial

Users can access a detailed introductory tutorial for this package hosted on Google Colab through at https://colab.research.google.com/drive/1Cp3lsnCCjTl_vRgXjeHzkb39Sx4m21uS?usp=sharing

Installation

The version of srplasticity package corresponding to the paper above can be installed directly using the following command: pip install srplasticity==0.0.1

All source files and additional files are hosted on Github at https://github.com/nauralcodinglab/srplasticity.git

Repository Structure

  • The srplasticity package contains all source code and implements the SRP model and the associated parameter inference.
  • The examples directory contains use examples and tutorials (currently in progress)
  • The scripts directory contains the scripts to reproduce the figures in the manuscript
  • The data directory contains the data used in the manuscript figures and the use examples.

Paper Citation

@article{rossbroich2021linear, title={Linear-nonlinear cascades capture synaptic dynamics}, author={Rossbroich, Julian and Trotter, Daniel and Beninger, John and T{'o}th, Katalin and Naud, Richard}, journal={PLoS computational biology}, volume={17}, number={3}, pages={e1008013}, year={2021}, publisher={Public Library of Science San Francisco, CA USA} }

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Package implementing the Spike Response Plasticity (SRP) model of synaptic dynamics.

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