nonlinear_dendritic_coincidence_detection

This repository contains the simulation and visualization code for a two-compartment neuron model equipped with Hebbian plasticity rules.

Instructions for creating the Figures

The following commands should be run from the base folder of the repository.

• Figure 1:

python3 -m plotting.comp_model

• Figure 3:

python3 -m simulation.correlation_dimension_scaling
python3 -m simulation.correlation_dimension_scaling_bcm
python3 -m plotting.correlation_dimension_scaling_composite

• Figure 4:

python3 -m simulation.classification_dimension_scaling
python3 -m simulation.classification_dimension_scaling_bcm
python3 -m plotting.classification_dimension_scaling_composite

• Figure 5:

python3 -m simulation.classification_correlation_dimension_scaling
python3 -m simulation.classification_correlation_dimension_scaling_bcm
python3 -m plotting.classification_correlation_dimension_scaling_composite

• Figure 6:

python3 -m plotting.obj_func_illustration

When one of the scripts in the simulation or plotting module is run for the first time, it will create the respective /data and /plots folders in the base directory.