{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"2020-09-12, Bogumił Kamiński\n",
"\n",
"A companion notebook to the blog post:\n",
"https://bkamins.github.io/julialang/2020/07/11/cont.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Loading required packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using DataFrames\n",
"using ForwardDiff\n",
"using GLM\n",
"using Optim\n",
"using PyPlot\n",
"using Random\n",
"using StatsBase"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Definition of the function that will be used to run simulations"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"cont_run (generic function with 5 methods)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function cont_run(time=10000, n=10000, λ=0.05, q=0.1)\n",
" r = zeros(time)\n",
" θ = zeros(n)\n",
" pchange = zeros(n)\n",
" for t = 1:time\n",
" ε = randn()\n",
" if ε > 0\n",
" r[t] = sum(<(ε), θ) / (λ * n)\n",
" else\n",
" r[t] = -sum(<(-ε), θ) / (λ * n)\n",
" end\n",
" θ .= ifelse.(rand!(pchange) .< q, abs(r[t]), θ)\n",
" end\n",
" return kurtosis(r)\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We run simulation twice and measure run time; on the first run the compilation time is included in the timings."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0.090996 seconds (6 allocations: 234.609 KiB)\n"
]
},
{
"data": {
"text/plain": [
"0.3496706139505772"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@time cont_run()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 0.134615 seconds (6 allocations: 234.609 KiB)\n"
]
},
{
"data": {
"text/plain": [
"0.322679944526731"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"@time cont_run()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define a function that runs a whole simulation sweep. We store the results in a `DataFrame`."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"run_sim (generic function with 4 methods)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function run_sim(time=10000, n=10000, reps=51)\n",
" df = DataFrame()\n",
" for λ in range(0.01, 0.05, length=51), q in range(0.01, 0.05, length=51)\n",
" push!(df, (λ=λ, q=q, k=cont_run(time, n, λ, q)))\n",
" end\n",
" return df\n",
"end"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Run the simulation. Set the seed of the random number generator to ensure reproducibility."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"303.501030 seconds (60.77 k allocations: 597.276 MiB, 0.01% gc time)\n"
]
},
{
"data": {
"text/html": [
"
| λ | q | k |
---|
| Float64 | Float64 | Float64 |
---|
2,601 rows × 3 columns
1 | 0.01 | 0.01 | 6.6555 |
---|
2 | 0.01 | 0.0108 | 5.83782 |
---|
3 | 0.01 | 0.0116 | 6.07122 |
---|
4 | 0.01 | 0.0124 | 6.92061 |
---|
5 | 0.01 | 0.0132 | 5.95496 |
---|
6 | 0.01 | 0.014 | 5.13413 |
---|
7 | 0.01 | 0.0148 | 5.22348 |
---|
8 | 0.01 | 0.0156 | 5.10385 |
---|
9 | 0.01 | 0.0164 | 6.05586 |
---|
10 | 0.01 | 0.0172 | 5.34169 |
---|
11 | 0.01 | 0.018 | 4.2694 |
---|
12 | 0.01 | 0.0188 | 4.99661 |
---|
13 | 0.01 | 0.0196 | 4.04649 |
---|
14 | 0.01 | 0.0204 | 3.8344 |
---|
15 | 0.01 | 0.0212 | 4.48331 |
---|
16 | 0.01 | 0.022 | 4.77598 |
---|
17 | 0.01 | 0.0228 | 4.29788 |
---|
18 | 0.01 | 0.0236 | 3.86431 |
---|
19 | 0.01 | 0.0244 | 4.1835 |
---|
20 | 0.01 | 0.0252 | 3.77293 |
---|
21 | 0.01 | 0.026 | 3.79795 |
---|
22 | 0.01 | 0.0268 | 3.90722 |
---|
23 | 0.01 | 0.0276 | 3.5958 |
---|
24 | 0.01 | 0.0284 | 3.90608 |
---|
25 | 0.01 | 0.0292 | 3.60967 |
---|
26 | 0.01 | 0.03 | 3.49602 |
---|
27 | 0.01 | 0.0308 | 3.18491 |
---|
28 | 0.01 | 0.0316 | 3.51274 |
---|
29 | 0.01 | 0.0324 | 3.18826 |
---|
30 | 0.01 | 0.0332 | 3.09435 |
---|
⋮ | ⋮ | ⋮ | ⋮ |
---|
"
],
"text/latex": [
"\\begin{tabular}{r|ccc}\n",
"\t& λ & q & k\\\\\n",
"\t\\hline\n",
"\t& Float64 & Float64 & Float64\\\\\n",
"\t\\hline\n",
"\t1 & 0.01 & 0.01 & 6.6555 \\\\\n",
"\t2 & 0.01 & 0.0108 & 5.83782 \\\\\n",
"\t3 & 0.01 & 0.0116 & 6.07122 \\\\\n",
"\t4 & 0.01 & 0.0124 & 6.92061 \\\\\n",
"\t5 & 0.01 & 0.0132 & 5.95496 \\\\\n",
"\t6 & 0.01 & 0.014 & 5.13413 \\\\\n",
"\t7 & 0.01 & 0.0148 & 5.22348 \\\\\n",
"\t8 & 0.01 & 0.0156 & 5.10385 \\\\\n",
"\t9 & 0.01 & 0.0164 & 6.05586 \\\\\n",
"\t10 & 0.01 & 0.0172 & 5.34169 \\\\\n",
"\t11 & 0.01 & 0.018 & 4.2694 \\\\\n",
"\t12 & 0.01 & 0.0188 & 4.99661 \\\\\n",
"\t13 & 0.01 & 0.0196 & 4.04649 \\\\\n",
"\t14 & 0.01 & 0.0204 & 3.8344 \\\\\n",
"\t15 & 0.01 & 0.0212 & 4.48331 \\\\\n",
"\t16 & 0.01 & 0.022 & 4.77598 \\\\\n",
"\t17 & 0.01 & 0.0228 & 4.29788 \\\\\n",
"\t18 & 0.01 & 0.0236 & 3.86431 \\\\\n",
"\t19 & 0.01 & 0.0244 & 4.1835 \\\\\n",
"\t20 & 0.01 & 0.0252 & 3.77293 \\\\\n",
"\t21 & 0.01 & 0.026 & 3.79795 \\\\\n",
"\t22 & 0.01 & 0.0268 & 3.90722 \\\\\n",
"\t23 & 0.01 & 0.0276 & 3.5958 \\\\\n",
"\t24 & 0.01 & 0.0284 & 3.90608 \\\\\n",
"\t25 & 0.01 & 0.0292 & 3.60967 \\\\\n",
"\t26 & 0.01 & 0.03 & 3.49602 \\\\\n",
"\t27 & 0.01 & 0.0308 & 3.18491 \\\\\n",
"\t28 & 0.01 & 0.0316 & 3.51274 \\\\\n",
"\t29 & 0.01 & 0.0324 & 3.18826 \\\\\n",
"\t30 & 0.01 & 0.0332 & 3.09435 \\\\\n",
"\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"2601×3 DataFrame\n",
"│ Row │ λ │ q │ k │\n",
"│ │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├──────┼─────────┼─────────┼──────────┤\n",
"│ 1 │ 0.01 │ 0.01 │ 6.6555 │\n",
"│ 2 │ 0.01 │ 0.0108 │ 5.83782 │\n",
"│ 3 │ 0.01 │ 0.0116 │ 6.07122 │\n",
"│ 4 │ 0.01 │ 0.0124 │ 6.92061 │\n",
"│ 5 │ 0.01 │ 0.0132 │ 5.95496 │\n",
"│ 6 │ 0.01 │ 0.014 │ 5.13413 │\n",
"│ 7 │ 0.01 │ 0.0148 │ 5.22348 │\n",
"│ 8 │ 0.01 │ 0.0156 │ 5.10385 │\n",
"│ 9 │ 0.01 │ 0.0164 │ 6.05586 │\n",
"│ 10 │ 0.01 │ 0.0172 │ 5.34169 │\n",
"⋮\n",
"│ 2591 │ 0.05 │ 0.042 │ 0.261991 │\n",
"│ 2592 │ 0.05 │ 0.0428 │ 0.272785 │\n",
"│ 2593 │ 0.05 │ 0.0436 │ 0.267662 │\n",
"│ 2594 │ 0.05 │ 0.0444 │ 0.320247 │\n",
"│ 2595 │ 0.05 │ 0.0452 │ 0.217185 │\n",
"│ 2596 │ 0.05 │ 0.046 │ 0.373784 │\n",
"│ 2597 │ 0.05 │ 0.0468 │ 0.273651 │\n",
"│ 2598 │ 0.05 │ 0.0476 │ 0.24679 │\n",
"│ 2599 │ 0.05 │ 0.0484 │ 0.342748 │\n",
"│ 2600 │ 0.05 │ 0.0492 │ 0.42923 │\n",
"│ 2601 │ 0.05 │ 0.05 │ 0.398063 │"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Random.seed!(1234)\n",
"@time df = run_sim()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the results of the simulation"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"Figure(PyObject )"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject Text(0.5, 1, 'kurtosis')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scatter(df.λ, df.q, 10, df.k, cmap=get_cmap(\"RdYlBu\"))\n",
"colorbar()\n",
"xlabel(\"λ\")\n",
"ylabel(\"q\")\n",
"title(\"kurtosis\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fit a metamodel to the data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2-element Array{Float64,1}:\n",
" -0.4469479729048501\n",
" -0.6990739629600358"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function best_model(df)\n",
" function obj(x)\n",
" f1(v) = v^x[1]\n",
" f2(v) = v^x[2]\n",
" return -r2(lm(@formula(k ~ f1(λ) * f2(q)), df))\n",
" end\n",
" return optimize(obj, rand(2) .- 0.5).minimizer\n",
" end\n",
"\n",
"best_model(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate the estimates for the best model again"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"StatsModels.TableRegressionModel{LinearModel{GLM.LmResp{Array{Float64,1}},GLM.DensePredChol{Float64,LinearAlgebra.Cholesky{Float64,Array{Float64,2}}}},Array{Float64,2}}\n",
"\n",
"k ~ 1 + :(λ ^ -0.447) + :(q ^ -0.699) + :(λ ^ -0.447) & :(q ^ -0.699)\n",
"\n",
"Coefficients:\n",
"─────────────────────────────────────────────────────────────────────────────────────────\n",
" Coef. Std. Error t Pr(>|t|) Lower 95% Upper 95%\n",
"─────────────────────────────────────────────────────────────────────────────────────────\n",
"(Intercept) -0.338207 0.0468897 -7.21 <1e-12 -0.430152 -0.246262\n",
"λ ^ -0.447 0.150785 0.00899892 16.76 <1e-59 0.133139 0.16843\n",
"q ^ -0.699 -0.207633 0.00341081 -60.88 <1e-99 -0.214322 -0.200945\n",
"λ ^ -0.447 & q ^ -0.699 0.056664 0.000654592 86.56 <1e-99 0.0553804 0.0579475\n",
"─────────────────────────────────────────────────────────────────────────────────────────"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = lm(@formula(k ~ (λ ^ -0.447) * (q ^ -0.699)), df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and get its fit"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9778978911436634"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"r2(model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Find the range of marginal effects of $\\lambda$ and $q$"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" | variable | min | mean | median | max |
---|
| Symbol | Float64 | Float64 | Float64 | Float64 |
---|
2 rows × 5 columns
1 | λ | -548.955 | -90.9051 | -62.6697 | -20.8335 |
---|
2 | q | -412.972 | -35.1353 | -18.6593 | -0.97282 |
---|
"
],
"text/latex": [
"\\begin{tabular}{r|ccccc}\n",
"\t& variable & min & mean & median & max\\\\\n",
"\t\\hline\n",
"\t& Symbol & Float64 & Float64 & Float64 & Float64\\\\\n",
"\t\\hline\n",
"\t1 & λ & -548.955 & -90.9051 & -62.6697 & -20.8335 \\\\\n",
"\t2 & q & -412.972 & -35.1353 & -18.6593 & -0.97282 \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"2×5 DataFrame\n",
"│ Row │ variable │ min │ mean │ median │ max │\n",
"│ │ \u001b[90mSymbol\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼──────────┼──────────┼──────────┼──────────┼──────────┤\n",
"│ 1 │ λ │ -548.955 │ -90.9051 │ -62.6697 │ -20.8335 │\n",
"│ 2 │ q │ -412.972 │ -35.1353 │ -18.6593 │ -0.97282 │"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function get_gradients(model, df)\n",
" prediction(x) = predict(model, DataFrame(λ=x[1], q=x[2]))[1]\n",
" grad_df = DataFrame(λ=Float64[], q=Float64[])\n",
" foreach(eachrow(df)) do row\n",
" push!(grad_df, ForwardDiff.gradient(prediction, [row.λ, row.q]))\n",
" end\n",
" return describe(grad_df, :min, :mean, :median, :max)\n",
" end\n",
"\n",
"get_gradients(model, df)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.5.0",
"language": "julia",
"name": "julia-1.5"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.5.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}