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Method for deriving general HH neuron model`s spiking input-output relation (Soudry & Meir 2014)
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Files to reproduce figures from a previous version of: "Soudry D and Meir R (2014) The neuronal response at extended timescales: a linearized spiking input–output relation. Front. Comput. Neurosci. 8:29. doi: 10.3389/fncom.2014.00029" Note that during the review process some modifications were made to code and figures. I have not yet uploaded this changes. Simulation Folder: ------------------ * Simulation of Full stochastic Conductance based models described in article: Simulation_HHMS Simulation_HHMS_Poisson Simulation_HHMSIP Simulation_HHS Simulation_HHS_Poisson Simulation_HHSIP Simulation_HHSTM Simulation_MHHMS * Simulation of the excitability map for HHS model: Simulation_Excitability_Map Plot_Figures Folder: ------------------ This files in this folder handle the process of generating of the figures in paper from the data generated by the simulations. Note that in order to do this, the relevant simulations are needed to be run first and generate the data files (which are quite large, since the simulations are quite long - usually about 55hrs). Then, the location and name of these data files are needed to be updated the "update_arrays" and "GetLocation" functions in the "Data_array" class, located in the "Class_files" subfolder. * Main folder files handle the generation of the final figures in paper: Math_Fig_HHS Math_Fig_Limits Math_Fig_p_s Math_Fig_SY Math_Fig_SYT_full * Plot_Figures\Predictor_Performances sub-folder: Predictor_Performances.m - generates performance tables for AP predictors Other (data) files - various performance tables previously generated * Plot_Figures\p_star sub-folder: Get_p_star.m - generates p_star tables for different models Other (data) files - various p_star tables previously generated * Plot_Figures\Class_files sub-folder (used to generate figures): Data_array - update here location and names of data files in "update_arrays" and "GetLocation" functions Data_source Get_Plot Graphic_Specs Model Parameters Predictor Predictor_Performances Rates * Plot_Figures\Class_files\p_s_functions sub-sub-folder: - These files estimate empiric p_{AP}(s) for all used models (HHMS and MHHMS use HHS's, and HHMSIP use HHSIP's): Get_Prob_coupled_HHS Get_Prob_HHS Get_Prob_HHSIP Get_Prob_HHSTM - These files average out several repetitions of previous files and generate and analytic p_{AP}(s) (which is used by the model class) Combine_Reps_coupled_HHS Combine_Reps_HHS Combine_Reps_HHSIP Combine_Reps_HHSTM Other (data) - previously generated p_{AP}(s) functions * Plot_Figures\Class_files\Averaged_Rates sub-sub-folder: These files estimate the relevant averaged rates for the "excitibility map" for all models used Get_Average_rates_HHS.m - auxilary functions: hhx.m, beta.m, alpha.m Get_Average_rates_HHSIP.m - auxilary function: get_params.m Other (data) files - various averaged rates previously generated
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Method for deriving general HH neuron model`s spiking input-output relation (Soudry & Meir 2014)
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