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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.