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KONECT_SYM = 1; KONECT_ASYM = 2; KONECT_BIP = 3;
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# # Read a statistic from a file. # # PARAMETERS # statistic Statistic name # network Network name # # INPUT FILES # dat/statistic.$statistic.$network # function read_statistic(statistic, network) data = readdlm("dat/statistic.$statistic.$network"); return data; end
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using NBInclude @nbinclude("Fig2.ipynb") @nbinclude("Fig3A.ipynb") @nbinclude("Fig3B.ipynb") @nbinclude("Fig4B.ipynb") @nbinclude("Fig4C-D.ipynb") @nbinclude("Fig5.ipynb") @nbinclude("Fig6A.ipynb") @nbinclude("Fig6B.ipynb") @nbinclude("Fig6C-F.ipynb") @nbinclude("Fig4Supp1D.ipynb")
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# This file aims at installing all used packages in this work using Pkg Pkg.add("IJulia") Pkg.add("DifferentialEquations") Pkg.add("Plots") Pkg.add("Polynomials") Pkg.add("LaTeXStrings") Pkg.add("ColorSchemes") Pkg.add("DelimitedFiles") Pkg.add("Statistics") Pkg.add("StatsPlots") Pkg.add("Random") Pkg.add...
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# # Draw a "full" step plot. # # PARAMETERS # # x (n) Values # function step_full(x) n = length(x); sort!(x); step(x, (n:-1:1) / n, linestyle="-"); # If the Y axis was not logarithmic, we show also add the point # (x_sorted[end], 0) to the plot, making x_sorted[end] be...
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using SEMTor p = StaticParameters() ens = simulate_ensemble(p) plot_state(ens[1][1], p) st = compute_statistics(ens, p) # example analysis using CairoMakie df = st.stats_mean["tissue"] T = df.time X = df.apical_height_mean X_std = df.apical_height_std lines(T, X, axis = (xlabel = "time [hr]", ylabel = "tissue he...
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module Force using LinearAlgebra export FORCE_feedback_current, FORCE_learn function FORCE_feedback_current(z_out::Real, eta::Array, Q::Real, N::Integer, NE::Integer, N_out::Integer) I_add = zeros(N) I_add[1+NE-N_out:NE] = Q * z_out .* eta I_add end function FORCE_learn(W_out::Array, PW::Matrix, err::Re...
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using Test, Random, PulseInputDDM, LinearAlgebra, Flatten, Parameters @testset "PulseInputDDM" begin #check that random number generator from Base julia has not changed Random.seed!(1) @test isapprox(sum(randn(10)), 2.86; atol=0.01) @testset "choice_model" begin include("choice_model_tes...
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using SEMTor using Documenter DocMeta.setdocmeta!(SEMTor, :DocTestSetup, :(using SEMTor); recursive=true) makedocs(; modules=[SEMTor], authors="Steffen Plunder <steffen.plunder@web.de> and contributors", sitename="SEMTor.jl", format=Documenter.HTML(; canonical="https://SteffenPL.github.io/SEMT...
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module DePasqualeElife2024 using Flatten, Parameters, Distributions, PulseInputDDM, Distributed import PulseInputDDM: nθparams, optimize, diffLR, DDM, DDMθ, neuraldata import PulseInputDDM: initialize_latent_model, choice_likelihood!, adapt_clicks, latent_one_step! import StatsFuns: logistic import Optim: converged, m...
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abstract type DDM end abstract type DDMdata end abstract type DDMθ end abstract type DDMf end """ """ @with_kw mutable struct θz{T<:Real} @deftype T σ2_i = 0.5 B = 15. λ = -0.5; @assert λ != 0. σ2_a = 50. σ2_s = 1.5 ϕ = 0.8; @assert ϕ != 1. τ_ϕ = 0.05 end """ """ @with_kw struct clicks ...
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module Math export pick_from_array, trapz, struct_is_same, clip_range function pick_from_array(arr, n) [a[n] for a in arr] end function trapz(x, y, a, b) vals = (x.>=a) .& (x.<b) xp = x[vals] yp = y[vals] sum([(xp[i+1] - xp[i]) * (yp[i] + yp[i+1]) / 2.0 for i=1:(length(xp)-1)]) end function str...
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module Types export RecurrentNetworkModelParams, RecurrentNetworkModelWeights, RecurrentNetworkModelMetadata, @add_metadata_fields, RecurrentNetworkModelTypes abstract type RecurrentNetworkModelParams end abstract type RecurrentNetworkModelWeights end macro add_metadata_fields() return esc(:( model::Str...
3df4bfed8912f9365d17f8191a14c683e8c5b217f30c51a13262fa373f0fff7e
Julia
750
25
function reset_cell_cycle(s::State{d}, p::StaticParameters, i::Int64) where {d} cell1 = new_cell_copy_startimes(s, p, i) cell1.age = 0.0 cell1.birth_time = s.t type = get_type(s,i) if type.life_span.min < type.life_span.max cell1.division_time = rand(Uniform(type.life_span.min, type.life_s...
bbd8be8b05b89ca6dd6a12ef6e1bca4b190cc4c1a3776586622d1b6db5e6f419
Julia
843
50
# # Plot inter-event distributions. # # This is the first Julia code in KONECT, and therefore can serve as an # example of how to do it. # # PARAMETERS # $network Network name # # INPUT FILES # dat/out2.$network # # OUTPUT FILES # plot/inter.$type.$network.png # $type: # a Overall distribution, log-log # al Overa...
a7ef766bdedc86a26867eb573a39f05f7efabf41e1f773f0496d360f9e70e39c
Julia
995
33
ntrials = 2 θ = θchoice(θz=θz(σ2_i = 0.5, B = 15., λ = -0.5, σ2_a = 50., σ2_s = 1.5, ϕ = 0.8, τ_ϕ = 0.05), bias=1., lapse=0.05) θ, data = synthetic_data(;θ=θ, ntrials=ntrials, rng=1) model_gen = choiceDDM(θ=θ) choices = getfield.(data, :choice) @test all(choices .== vcat(true, false)) @time @test...