GitHub - ModelDBRepository/182784: Functional balanced networks with synaptic plasticity (Sadeh et al, 2015)

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Functional balanced networks with synaptic plasticity (Sadeh et al, 2015)

modeldb.science/182784

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Name		Name	Last commit message	Last commit date
Latest commit History 1 Commit
.zip		.zip
README.html		README.html
figure_1.png		figure_1.png
figure_2.png		figure_2.png
figure_3.png		figure_3.png
network_run.py		network_run.py
network_simulator.py		network_simulator.py
params.py		params.py
plot_figures.py		plot_figures.py

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<html><pre>
# *** general description
Simulating and analysing plastic recurrent networks as in:
[1] Sadeh, Clopath and Rotter. Emergence of Functional Specificity in
Balanced Networks with Synaptic Plasticity. PLOS Computational Biology
2015.

# *** list of files
(1) network_simulator.py
Simulates a network of integrate-and-fire neurons with plastic
synapses using Exact Integration

(2) params.py
Default set of parameters in (Table 1 of) [1]

(3) network_run.py
Uses network_simulator.py and runs a simulation of a plastic recurrent network.

(4) plot_figures.py
Reads the results from network_run.py and plots Figures 1 and 3 in [1]

# *** to simulate the network and plot the figure(s):

First run (3): simulates the network and saves the results;

then run (4): reads the results and plots Figures 1 (top below) and
3 (2 bottom below):

<img src="./figure_1.png" alt="Figure 1" width="550">

<img src="./figure_2.png" alt="Figure 3ABC" width="550">

<img src="./figure_3.png" alt="Figure 3DEFG" width="550">

# ***