The following m files are included:
Calculates the discrimination ability of a given population of neurons.
This program may take an hour to run
Calculates the identification ability of a given population of neurons.
This program may take 4 minutes to run.
Both scripts above use the following helper functions:
Gets the response of the population of neurons to a specific frequency.
The likelihood function (equation 2 in manuscript)
The parameters used for the simulation (population parameters and testing parameters)
Editing this file will suffice to change population or testing parameters
Helper function for get_params to redefine over-representation.
categorization_llikhd also includes:
The Bernoulli random process simulation (Eq 5 in paper)
In addition, the following mat files are included:
output expected at line 93 of discrimination_MLE
to plot, use lines 98-103
output expected at line 68 of categorization_llikhd
to plot, use lines 73-78