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Maximum likelihood and Bayesian estimations of Eight Schools
{
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"metadata": {
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"cell_type": "markdown",
"source": "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#「八学校」への最尤法とベイズ推定法の適用\" data-toc-modified-id=\"「八学校」への最尤法とベイズ推定法の適用-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>「八学校」への最尤法とベイズ推定法の適用</a></span><ul class=\"toc-item\"><li><span><a href=\"#パッケージの読み込み\" data-toc-modified-id=\"パッケージの読み込み-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>パッケージの読み込み</a></span></li><li><span><a href=\"#八学校のサンプル\" data-toc-modified-id=\"八学校のサンプル-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>八学校のサンプル</a></span></li><li><span><a href=\"#最尤法\" data-toc-modified-id=\"最尤法-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>最尤法</a></span><ul class=\"toc-item\"><li><span><a href=\"#階層モデル\" data-toc-modified-id=\"階層モデル-1.3.1\"><span class=\"toc-item-num\">1.3.1&nbsp;&nbsp;</span>階層モデル</a></span></li><li><span><a href=\"#階層モデルの非階層化\" data-toc-modified-id=\"階層モデルの非階層化-1.3.2\"><span class=\"toc-item-num\">1.3.2&nbsp;&nbsp;</span>階層モデルの非階層化</a></span></li><li><span><a href=\"#非階層モデル(1)\" data-toc-modified-id=\"非階層モデル(1)-1.3.3\"><span class=\"toc-item-num\">1.3.3&nbsp;&nbsp;</span>非階層モデル(1)</a></span></li><li><span><a href=\"#σ_i-の部分だけのAIC\" data-toc-modified-id=\"σ_i-の部分だけのAIC-1.3.4\"><span class=\"toc-item-num\">1.3.4&nbsp;&nbsp;</span>σ_i の部分だけのAIC</a></span></li><li><span><a href=\"#y_i-の部分だけのAIC\" data-toc-modified-id=\"y_i-の部分だけのAIC-1.3.5\"><span class=\"toc-item-num\">1.3.5&nbsp;&nbsp;</span>y_i の部分だけのAIC</a></span></li><li><span><a href=\"#階層モデルの尤度函数\" data-toc-modified-id=\"階層モデルの尤度函数-1.3.6\"><span class=\"toc-item-num\">1.3.6&nbsp;&nbsp;</span>階層モデルの尤度函数</a></span></li><li><span><a href=\"#非階層モデル(2)\" data-toc-modified-id=\"非階層モデル(2)-1.3.7\"><span class=\"toc-item-num\">1.3.7&nbsp;&nbsp;</span>非階層モデル(2)</a></span></li></ul></li><li><span><a href=\"#ベイズ推定法\" data-toc-modified-id=\"ベイズ推定法-1.4\"><span class=\"toc-item-num\">1.4&nbsp;&nbsp;</span>ベイズ推定法</a></span><ul class=\"toc-item\"><li><span><a href=\"#階層モデルを直接MCMC\" data-toc-modified-id=\"階層モデルを直接MCMC-1.4.1\"><span class=\"toc-item-num\">1.4.1&nbsp;&nbsp;</span>階層モデルを直接MCMC</a></span></li><li><span><a href=\"#階層モデルの別の(正しくない方の)WAIC\" data-toc-modified-id=\"階層モデルの別の(正しくない方の)WAIC-1.4.2\"><span class=\"toc-item-num\">1.4.2&nbsp;&nbsp;</span>階層モデルの別の(正しくない方の)WAIC</a></span></li><li><span><a href=\"#階層モデルを非階層モデルに変換してからMCMC\" data-toc-modified-id=\"階層モデルを非階層モデルに変換してからMCMC-1.4.3\"><span class=\"toc-item-num\">1.4.3&nbsp;&nbsp;</span>階層モデルを非階層モデルに変換してからMCMC</a></span></li><li><span><a href=\"#非階層モデルのMCMC\" data-toc-modified-id=\"非階層モデルのMCMC-1.4.4\"><span class=\"toc-item-num\">1.4.4&nbsp;&nbsp;</span>非階層モデルのMCMC</a></span></li><li><span><a href=\"#WAICのまとめ\" data-toc-modified-id=\"WAICのまとめ-1.4.5\"><span class=\"toc-item-num\">1.4.5&nbsp;&nbsp;</span>WAICのまとめ</a></span></li><li><span><a href=\"#モデルhとモデル2の事後分布の比較\" data-toc-modified-id=\"モデルhとモデル2の事後分布の比較-1.4.6\"><span class=\"toc-item-num\">1.4.6&nbsp;&nbsp;</span>モデルhとモデル2の事後分布の比較</a></span></li></ul></li></ul></li></ul></div>"
},
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"cell_type": "markdown",
"source": "# 「八学校」への最尤法とベイズ推定法の適用\n\n黒木玄\n\n2018-03-21\n\n* <a href=\"https://books.google.co.jp/books?id=eSHSBQAAQBAJ&pg=PA119&lpg=PA119&dq=%22eight+schools%22+Bayes+SAT+Gelman&source=bl&ots=AlVk42y0a8&sig=TYgxZo7mJbpx9NQVMsGpn8FIu7o&hl=ja&sa=X&ved=0ahUKEwjO8-PLtf3ZAhUCerwKHaJvCCsQ6AEIOTAC#v=onepage&q=%22eight%20schools%22%20Bayes%20SAT%20Gelman&f=false\">Google Books にあるBDA3の該当ページにジャンプ</a>\n\n* https://www.google.co.jp/search?q=%22eight+schools%22+Bayes+SAT+Gelman"
},
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"metadata": {},
"cell_type": "markdown",
"source": "## パッケージの読み込み"
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"cell_type": "code",
"source": "using Distributions\nimport PyPlot; const plt = PyPlot\nusing Optim\nimport BlackBoxOptim; const bbo = BlackBoxOptim\n\nusing KernelDensity\nfunction makefunc_pdfkde(X)\n ik = InterpKDE(kde(X))\n pdfkde(x) = pdf(ik, x)\n return pdfkde\nend\nfunction makefunc_pdfkde(X,Y)\n ik = InterpKDE(kde((X,Y)))\n pdfkde(x, y) = pdf(ik, x, y)\n return pdfkde\nend\n\nusing Mamba\n#################### 2018-03-21 kill deprecation warnings\nfunction Mamba.gettargets(dag::Mamba.ModelGraph, v::Int, terminalkeys::Vector{Symbol})\n values = Symbol[]\n for t in LightGraphs.outneighbors(dag.graph, v)\n tkey = dag.keys[t]\n push!(values, tkey)\n if !(tkey in terminalkeys)\n values = union(values, gettargets(dag, t, terminalkeys))\n end\n end\n values\nend\nfunction Mamba.traceplot(c::AbstractChains; legend::Bool=false, na...)\n nrows, nvars, nchains = size(c.value)\n plots = Array{Gadfly.Plot}(nvars)\n pos = legend ? :right : :none\n for i in 1:nvars\n plots[i] = plot(y=vec(c.value[:, i, :]),\n x=repeat(collect(c.range), outer=[nchains]),\n Gadfly.Geom.line(),\n color=repeat(c.chains, inner=[length(c.range)]),\n Gadfly.Scale.color_discrete(), Gadfly.Guide.colorkey(title=\"Chain\"),\n Gadfly.Guide.xlabel(\"Iteration\", orientation=:horizontal),\n Gadfly.Guide.ylabel(\"Value\", orientation=:vertical),\n Gadfly.Guide.title(c.names[i]), Gadfly.Theme(key_position=pos))\n end\n return plots\nend\nfunction Mamba.densityplot(c::AbstractChains; legend::Bool=false,\n trim::Tuple{Real, Real}=(0.025, 0.975), na...)\n nrows, nvars, nchains = size(c.value)\n plots = Array{Gadfly.Plot}(nvars)\n pos = legend ? :right : :none\n for i in 1:nvars\n val = Array{Vector{Float64}}(nchains)\n for j in 1:nchains\n qs = quantile(c.value[:, i, j], [trim[1], trim[2]])\n val[j] = c.value[qs[1] .<= c.value[:, i, j] .<= qs[2], i, j]\n end\n plots[i] = plot(x=[val...;], Gadfly.Geom.density(),\n color=repeat(c.chains, inner=[length(c.range)]),\n Gadfly.Scale.color_discrete(), Gadfly.Guide.colorkey(title=\"Chain\"),\n Gadfly.Guide.xlabel(\"Value\", orientation=:horizontal),\n Gadfly.Guide.ylabel(\"Density\", orientation=:vertical),\n Gadfly.Guide.title(c.names[i]), Gadfly.Theme(key_position=pos))\n end\n return plots\nend\nfunction Mamba.contourplot(c::AbstractChains; bins::Integer=100, na...)\n nrows, nvars, nchains = size(c.value)\n plots = Gadfly.Plot[]\n offset = 1e4 * eps()\n n = nrows * nchains\n for i in 1:(nvars - 1)\n X = c.value[:, i, :]\n qx = linspace(minimum(X) - offset, maximum(X) + offset, bins + 1)\n mx = map(k -> mean([qx[k], qx[k + 1]]), 1:bins)\n idx = Int[findfirst(k -> qx[k] <= x < qx[k + 1], 1:bins) for x in X]\n for j in (i + 1):nvars\n Y = c.value[:, j, :]\n qy = linspace(minimum(Y) - offset, maximum(Y) + offset, bins + 1)\n my = map(k -> mean([qy[k], qy[k + 1]]), 1:bins)\n idy = Int[findfirst(k -> qy[k] <= y < qy[k + 1], 1:bins) for y in Y]\n density = zeros(bins, bins)\n for k in 1:n\n density[idx[k], idy[k]] += 1.0 / n\n end\n p = plot(x=mx, y=my, z=density, Gadfly.Geom.contour(),\n Gadfly.Guide.colorkey(title=\"Density\"),\n Gadfly.Guide.xlabel(c.names[i], orientation=:horizontal),\n Gadfly.Guide.ylabel(c.names[j], orientation=:vertical))\n push!(plots, p)\n end\n end\n return plots\nend\nsleep(0.1)\n#################### 2018-03-21 kill deprecation warnings\n\nsrand(16);",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "WARNING: Method definition gettargets(Mamba.ModelGraph, Int64, Array{Symbol, 1}) in module Mamba at C:\\JuliaPkg\\v0.6\\Mamba\\src\\model/graph.jl:94 overwritten in module Main at In[1]:21.\nWARNING: Method definition traceplot(Mamba.AbstractChains) in module Mamba at C:\\JuliaPkg\\v0.6\\Mamba\\src\\output/plot.jl:212 overwritten in module Main at In[1]:32.\nWARNING: Method definition #traceplot(Array{Any, 1}, typeof(Mamba.traceplot), Mamba.AbstractChains) in module Mamba overwritten in module Main.\nWARNING: Method definition densityplot(Mamba.AbstractChains) in module Mamba at C:\\JuliaPkg\\v0.6\\Mamba\\src\\output/plot.jl:165 overwritten in module Main at In[1]:49.\nWARNING: Method definition #densityplot(Array{Any, 1}, typeof(Mamba.densityplot), Mamba.AbstractChains) in module Mamba overwritten in module Main.\nWARNING: Method definition contourplot(Mamba.AbstractChains) in module Mamba at C:\\JuliaPkg\\v0.6\\Mamba\\src\\output/plot.jl:135 overwritten in module Main at In[1]:68.\nWARNING: Method definition #contourplot(Array{Any, 1}, typeof(Mamba.contourplot), Mamba.AbstractChains) in module Mamba overwritten in module Main.\n",
"name": "stderr"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 八学校のサンプル\n\n次のセルで定義された配列 $Y, \\Sigma$ の成分をそれぞれ $y_i, \\sigma_i$ と後で書くことがある.\n\n$y_i, \\sigma_i$ ($i=1,2,\\ldots,8$) が所謂 eight schools のデータである.\n\nEight school については以下の検索を参照して欲しい:\n\nhttps://www.google.co.jp/search?q=%22eight+schools%22+Bayes+SAT+Gelman"
},
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"metadata": {
"trusted": true
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"cell_type": "code",
"source": "@show Y = [28, 8, -3, 7, -1, 1, 18, 12]\n@show Σ = [15, 10, 16, 11, 9, 11, 10, 18]\n@show Weight = (1./Σ.^2)/sum(1./Σ.^2)\n@show WeightedMeanY = sum(Weight.*Y)\nn = length(Y)\n\nsleep(0.1)\nplt.scatter(Σ, Y, label=\"sample\")\nplt.axhline(WeightedMeanY, color=\"red\", ls=\"--\", lw=1, label=\"weighted mean of \\$y_i\\$'s\")\nplt.grid(ls=\":\")\nplt.xlabel(\"\\$\\\\sigma_i\\$\")\nplt.ylabel(\"\\$y_i\\$\")\nplt.legend()",
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": "Y = [28, 8, -3, 7, -1, 1, 18, 12] = [28, 8, -3, 7, -1, 1, 18, 12]\nΣ = [15, 10, 16, 11, 9, 11, 10, 18] = [15, 10, 16, 11, 9, 11, 10, 18]\nWeight = (1 ./ Σ .^ 2) / sum(1 ./ Σ .^ 2) = [0.0736912, 0.165805, 0.0647677, 0.137029, 0.204698, 0.137029, 0.165805, 0.0511745]\nWeightedMeanY = sum(Weight .* Y) = 7.685616724956036\n",
"name": "stdout"
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{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000002BAF6780>)",
"image/png": 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"
},
"metadata": {}
},
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "PyObject <matplotlib.legend.Legend object at 0x0000000036FE5E80>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 最尤法"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 階層モデル\n\n平均 $\\mu$, 標準偏差 $\\sigma$ の正規分布を $\\mathrm{Normal}(\\mu, \\sigma)$ と書く.\n\n次の階層モデルを考える:\n\n$$\ny_i \\sim \\mathrm{Normal}(\\theta_i, \\sigma_i), \\quad\n\\theta_i \\sim \\mathrm{Normal}(\\mu, \\rho).\n$$\n\n中間パラメーター $\\theta_i$ を積分によって消去すると, この階層モデルは次と非階層モデルと同等であることがわかる:\n\n$$\ny_i \\sim \\mathrm{Normal}\\left(\\mu, \\sqrt{\\sigma_i^2 + \\rho^2}\\right).\n$$\n\nせっかくなので, さらに $1/\\sigma_i^2$ 達をガンマ分布で推定しよう:\n\n$$\n1/\\sigma_i^2 \\sim \\mathrm{Gamma}(\\alpha, \\theta).\n$$\n\n次のセルでは最尤法によってパラメーター $\\alpha, \\theta, \\mu, \\rho$ の推定を行っている."
},
{
"metadata": {
"trusted": true,
"scrolled": false
},
"cell_type": "code",
"source": "logp4(α,θ,μ,ρ, y,σ) = logpdf(Normal(μ, sqrt(σ^2+ρ^2)), y) + logpdf(Gamma(α, θ), 1/σ^2)\n\nnegloglik4(α,θ,μ,ρ, Y,Σ) = -sum(logp4.(α,θ,μ,ρ, Y,Σ))\no = bbo.bboptimize(x->negloglik4(exp(x[1]), exp(x[2]), x[3], exp(x[4]), Y, Σ),\n SearchRange=[(-1e2, 1e2), (-1e2, 1e2), (-1e2, 1e2), (-1e2, 1e2)],\n )#MaxSteps=10^5, TraceMode=:silent)\nprintln()\n\nm = bbo.best_candidate(o)\nα4, θ4, μ4, ρ4 = exp(m[1]), exp(m[2]), m[3], exp(m[4])\n@show α4, θ4, μ4, ρ4\nprintln()\n\nT4 = 2*bbo.best_fitness(o)\nV4 = 2*4\nAIC4 = T4 + V4\n@show AIC4, T4, V4",
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": "Starting optimization with optimizer BlackBoxOptim.DiffEvoOpt{BlackBoxOptim.FitPopulation{Float64},BlackBoxOptim.RadiusLimitedSelector,BlackBoxOptim.AdaptiveDiffEvoRandBin{3},BlackBoxOptim.RandomBound{BlackBoxOptim.RangePerDimSearchSpace}}\n0.00 secs, 0 evals, 0 steps\n0.51 secs, 4148 evals, 4042 steps, improv/step: 0.321 (last = 0.3211), fitness=-5.017770594\n1.02 secs, 8639 evals, 8536 steps, improv/step: 0.297 (last = 0.2757), fitness=-5.032408430\n\nOptimization stopped after 10001 steps and 1.1640000343322754 seconds\nTermination reason: Max number of steps (10000) reached\nSteps per second = 8591.924145205923\nFunction evals per second = 8680.412115104555\nImprovements/step = 0.2947\nTotal function evaluations = 10104\n\n\nBest candidate found: [1.59725, -6.48492, 7.68561, -98.9966]\n\nFitness: -5.032408431\n\n\n(α4, θ4, μ4, ρ4) = (4.939405841646221, 0.001526290007961062, 7.6856145605961474, 1.0146778174925233e-43)\n\n(AIC4, T4, V4) = (-2.064816861617805, -10.064816861617805, 8)\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": "(-2.064816861617805, -10.064816861617805, 8)"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "実質的に $\\rho = 0$ と推定されていることに注意せよ.\n\nこれは階層モデルにしたことに意味が無かったことを意味している. \n\nなぜならば $\\rho=0$ のとき, 上の階層モデルは次の非階層モデルと同値になってしまうからである:\n\n$$\ny_i \\sim \\mathrm{Normal}(\\mu, \\sigma_i).\n$$\n\n結果的に $\\mu$ の推定値は $y_i$ 達の荷重平均 WeightedMeanY = 7.686 に一致している."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "次のセルでは以上で得た $\\alpha, \\theta, \\mu, \\rho$ で決まる予測分布に従って擬似乱数を発生させる函数が定義されている."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "function rand4(α, θ, μ, ρ, n)\n σ = 1./sqrt.(rand(Gamma(α,θ), n))\n y = rand.(Normal.(μ, sqrt.(σ.^2 .+ ρ^2)))\n hcat(y, σ)\nend",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "rand4 (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "次のセルは実際の擬似乱数発生の例である."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "r = rand4(α4, θ4, μ4, ρ4, n)\nplt.scatter(Σ, Y, label=\"sample\")\nplt.scatter(r[:,2], r[:,1], label=\"simulation\")\nplt.grid()\nplt.xlabel(\"Σ\")\nplt.ylabel(\"Y\")\nplt.legend()",
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000036D6AE80>)",
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"
},
"metadata": {}
},
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "PyObject <matplotlib.legend.Legend object at 0x0000000038422CF8>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 階層モデルの非階層化\n\n階層モデル\n\n$$\ny_i \\sim \\mathrm{Normal}(\\theta_i, \\sigma_i), \\quad\n\\theta_i \\sim \\mathrm{Normal}(\\mu, \\rho).\n$$\n\nが非階層モデル\n\n$$\ny_i \\sim \\mathrm{Normal}\\left(\\mu, \\sqrt{\\sigma_i^2 + \\rho^2}\\right).\n$$\n\nと同等なことは以下のようにして確認できる."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "上の階層モデルは\n\n$$\ny_i = \\mu + \\rho X_i + \\sigma_i Y_i\n$$\n\nとも書ける. ここで $X_i, Y_i$ は標準正規分布に従う独立な確率変数達である.\n\n一般に標準正規分布に従う独立な確率変数 $X,Y$ と正の実数 $\\rho,\\sigma$ に対して, ある標準正規分布に従う確率変数 $Z$ が存在して,\n\n$$\n\\rho X + \\sigma Y = \\sqrt{\\rho^2+\\sigma^2}\\;Z\n$$\n\nとなる. これは正規分布に関する確率論的な三平方の定理とみなせる. 多変量の場合も含めて正規分布の理論は内積とノルムの理論の確率論版であるとみなせる.\n\nこの結果を使うと, 上のモデルは標準正規分布に従う独立な確率変数 $Z_i$ 達によって\n\n$$\ny_i = \\mu + \\sqrt{\\rho^2+\\sigma_i^2}\\;Z_i\n$$\n\nと書き直せる. これはさらに\n\n$$\ny_i \\sim \\mathrm{Normal}\\left(\\mu, \\sqrt{\\rho^2+\\sigma_i^2}\\right)\n$$\n\nと書き直される."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "N = 10^6\nA = randn(N)\nB = randn(N)\na, b = 3.0, 4.0\nc = sqrt(a^2+b^2)\nplt.plt[:hist](a*A+b*B, normed=true, bins=10^3, range=(-25, 25), label=\"aA+bB\")\nx = linspace(-25, 25, 200)\nplt.plot(x, pdf.(Normal(0.0, c), x), label=\"Normal(0, \\$\\\\sqrt{a^2+b^2}\\$)\")\nplt.grid(ls=\":\")\nplt.legend()\nplt.title(\"(a, b) = ($a, $b)\")",
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000003840F780>)",
"image/png": 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"
},
"metadata": {}
},
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": "PyObject Text(0.5,1,'(a, b) = (3.0, 4.0)')"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 非階層モデル(1)\n\n非階層モデル\n\n$$\ny_i \\sim \\mathrm{Normal}(\\mu, \\sigma_i)\n$$\n\nを直接的に推定してみよう. せっかくなので上と同様に $1/\\sigma_i^2$ 達もガンマ分布で推定しておこう.\n\n次のセルでは最尤法によってパラメーター $\\alpha, \\theta, \\mu$ の推定を行っている."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "logp3(α,θ,μ, y,σ) = logpdf(Normal(μ, σ), y) + logpdf(Gamma(α, θ), 1/σ^2)\n\nnegloglik3(α,θ,μ, Y,Σ) = -sum(logp3.(α,θ,μ, Y, Σ))\no = optimize(x->negloglik3(exp(x[1]), exp(x[2]), x[3], Y, Σ), zeros(3))\n@show o\nprintln()\n\nm = o.minimizer\nα3, θ3, μ3 = exp(m[1]), exp(m[2]), m[3]\n@show α3, θ3, μ3\nprintln()\n\nT3 = 2*o.minimum\nV3 = 2*3\nAIC3 = T3 + V3\n@show AIC3, T3, V3",
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": "o = Results of Optimization Algorithm\n * Algorithm: Nelder-Mead\n * Starting Point: [0.0,0.0,0.0]\n * Minimizer: [1.5972233774074847,-6.4849121903397355, ...]\n * Minimum: -5.032408e+00\n * Iterations: 158\n * Convergence: true\n * √(Σ(yᵢ-ȳ)²)/n < 1.0e-08: true\n * Reached Maximum Number of Iterations: false\n * Objective Calls: 289\n\n(α3, θ3, μ3) = (4.939298798036125, 0.0015262947841892063, 7.685661297772436)\n\n(AIC3, T3, V3) = (-4.064816846042266, -10.064816846042266, 6)\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": "(-4.064816846042266, -10.064816846042266, 6)"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "$\\mu$ の推定値は $y_i$ 達の荷重平均 WeightedMeanY = 7.686 に一致している.\n\nこの推定結果は, $\\rho=0$ となってしまった上の階層モデルの場合と一致している.\n\nパラメーターの個数が1つ減っているので, AICは2下がっている."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "次のセルでは以上で得た $\\alpha,\\theta,\\mu$ で決まる予測分布に従って擬似乱数を発生させる函数が定義されている."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "function rand3(α, θ, μ, n)\n σ = 1./sqrt.(rand(Gamma(α,θ), n))\n y = rand.(Normal.(μ, σ))\n hcat(y, σ)\nend",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": "rand3 (generic function with 1 method)"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "次のセルは実際の擬似乱数発生の例である."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "r = rand3(α3, θ3, μ3, 8)\nplt.scatter(Σ, Y, label=\"sample\")\nplt.scatter(r[:,2], r[:,1], label=\"simulation\")\nplt.grid()\nplt.xlabel(\"Σ\")\nplt.ylabel(\"Y\")\nplt.legend()",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x00000000385D1BE0>)",
"image/png": 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"
},
"metadata": {}
},
{
"output_type": "execute_result",
"execution_count": 9,
"data": {
"text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000003AFD9F28>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### σ_i の部分だけのAIC\n\n以上では, $1/\\sigma_i^2$ 達の分布をガンマ分布で推定した. \n\nその部分だけのAICを次のセルで計算してある.\n\n次のセルのAICは階層モデルと非階層モデルで共通の項になっている."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "AIC_Σ = -2*sum(logpdf.(fit(Gamma, 1./Σ.^2), 1./Σ.^2)) + 2*2",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "-65.41330423761227"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### y_i の部分だけのAIC\n\n次のセルでは共通の $\\sigma_i$ の部分の AIC を引き去って, $y_i$ の部分だけのAICを計算してある."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@show AIC4 - AIC_Σ\n@show AIC3 - AIC_Σ;",
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"text": "AIC4 - AIC_Σ = 63.34848737599446\nAIC3 - AIC_Σ = 61.34848739157\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "前者は階層モデルのAICであり, 後者は非階層モデルのAICである. 前者は後者よりちょうど2大きい.\n\n特にAICによるモデル選択は非階層モデルの方を選択する."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 階層モデルの尤度函数\n\n上の方で使った階層モデル\n\n$$\ny_i \\sim \\mathrm{Normal}(\\theta_i, \\sigma_i), \\quad\n\\theta_i \\sim \\mathrm{Normal}(\\mu, \\rho).\n$$\n\nは, 中間パラメーター $\\theta_i$ を積分によって消去すると\n\n$$\ny_i \\sim \\mathrm{Normal}\\left(\\mu, \\sqrt{\\sigma_i^2 + \\rho^2}\\right)\n$$\n\nと同等なのであった. このモデルのパラメーター $\\mu,\\rho$ の尤度函数のグラフをプロットしてみよう.\n\n下の方では, ついでに再度最尤法を実行し, AICも計算してある."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# PyPlot.surf のテスト\n\nplt.rc(\"xtick\", labelsize=8)\nplt.rc(\"ytick\", labelsize=8)\n\nf(x,y) = (x,y)==(0,0) ? zero(x) : x^2*y/(x^2+y^2)\nx = y = linspace(-1,1,100)\nplt.figure(figsize=(5,3.5))\nplt.surf(x, y, f.(x', y), cmap=\"CMRmap\")\nplt.tick_params(axis=\"x\", rotation=15)\nplt.tick_params(axis=\"y\", rotation=-15)\nplt.tick_params(axis=\"z\", rotation=-10)",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000003B017BA8>)",
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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "logp2(μ,ρ, y,σ) = logpdf(Normal(μ, sqrt(σ^2+ρ^2)), y)\n#logp2(μ,ρ, y,σ) = -(log(2π) + log(σ^2+ρ^2) + (y-μ)^2/(σ^2+ρ^2))/2\n\nnegloglik2(μ,ρ, Y,Σ) = -sum(logp2.(μ,ρ, Y,Σ))\no = bbo.bboptimize(x->negloglik2(x[1], exp(x[2]), Y, Σ),\n SearchRange=[(-1e2, 1e2), (-1e2, 1e2)],\n )#MaxSteps=10^5, TraceMode=:silent)\nprintln()\n\nm = bbo.best_candidate(o)\nμ2, ρ2 = m[1], exp(m[2])\n@show μ2, ρ2\nprintln()\n\nT2 = 2*bbo.best_fitness(o)\nV2 = 2*2\nAIC2 = T2 + V2\n@show AIC2, T2, V2\n\nsleep(0.1)\n\nμs = linspace(-5, 20, 100)\nρs = linspace(eps(), 20.0, 100)\n@time z = -((μ, ρ)->negloglik2(μ, ρ, Y, Σ)).(μs, ρs')\nz = exp.(z .- maximum(z))\n\nplt.figure(figsize=(10, 4))\n\nplt.subplot(121)\nplt.pcolormesh(ρs, μs, z, cmap=\"CMRmap\", vmin=-0.05)\nplt.colorbar()\nplt.scatter([ρ2], [μ2], label=\"MLE\")\nplt.xlabel(\"ρ\")\nplt.ylabel(\"μ\")\nplt.xlim(minimum(ρs)-0.05, maximum(ρs))\nplt.legend()\nplt.title(\"likelihood function\")\n\nplt.subplot(122, projection=\"3d\")\nplt.surf(ρs, μs, z, cmap=\"CMRmap\")\nplt.xlabel(\"ρ\")\nplt.ylabel(\"μ\")\nplt.title(\"likelihood function\")\n\nplt.tight_layout()",
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": "Starting optimization with optimizer BlackBoxOptim.DiffEvoOpt{BlackBoxOptim.FitPopulation{Float64},BlackBoxOptim.RadiusLimitedSelector,BlackBoxOptim.AdaptiveDiffEvoRandBin{3},BlackBoxOptim.RandomBound{BlackBoxOptim.RangePerDimSearchSpace}}\n0.00 secs, 0 evals, 0 steps\n0.51 secs, 5613 evals, 5527 steps, improv/step: 0.443 (last = 0.4429), fitness=29.674243688\n\nOptimization stopped after 10001 steps and 0.934999942779541 seconds\nTermination reason: Max number of steps (10000) reached\nSteps per second = 10696.2573390853\nFunction evals per second = 10786.096916775847\nImprovements/step = 0.3729\nTotal function evaluations = 10085\n\n\nBest candidate found: [7.68562, -61.7487]\n\nFitness: 29.674243688\n\n\n(μ2, ρ2) = (7.685616763041085, 1.523565361016313e-27)\n\n(AIC2, T2, V2) = (63.34848737599332, 59.34848737599332, 4)\n",
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x000000003856CA20>)",
"image/png": 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"
},
"metadata": {}
},
{
"output_type": "stream",
"text": " 1.271539 seconds (885.52 k allocations: 28.759 MiB, 0.67% gc time)\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "このグラフの形からも最尤法による推定結果で $\\rho=0$ となることがわかる.\n\n後で同じモデルをベイズ推定法のMCMCによる近似解法で解いてみる.\n\n事前分布を特別に極端なものに取らない限り, ベイズ推定法で得られる事後分布の形は尤度函数とほぼ同じ形になるはずである."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 非階層モデル(2)\n\n以下のセルでは上の非階層版である. AICは上の階層モデルの場合よりちょうど2小さくなる."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "logp1(μ, y,σ) = logpdf(Normal(μ, σ), y)\n\nnegloglik1(μ, Y,Σ) = -sum(logp1.(μ, Y,Σ))\no = optimize(x->negloglik1(x, Y, Σ), -1e3, 1e3)\n@show o\nprintln()\n\nm = o.minimizer\nμ1 = m[1]\n@show μ1\nprintln()\n\nAIC1 = 2*o.minimum + 2*1\n@show AIC1",
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": "o = Results of Optimization Algorithm\n * Algorithm: Brent's Method\n * Search Interval: [-1000.000000, 1000.000000]\n * Minimizer: 7.685617e+00\n * Minimum: 2.967424e+01\n * Iterations: 6\n * Convergence: max(|x - x_upper|, |x - x_lower|) <= 2*(1.5e-08*|x|+2.2e-16): true\n * Objective Function Calls: 7\n\nμ1 = 7.685616610431435\n\nAIC1 = 61.34848737599334\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 14,
"data": {
"text/plain": "61.34848737599334"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## ベイズ推定法"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "MCMCパッケージMambaは分散処理に対応しているのでjuliaのプロセスを増やしておく."
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "@show addprocs();",
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": "addprocs() = [2, 3, 4, 5, 6, 7, 8, 9]\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### 階層モデルを直接MCMC\n\n以下では $\\mathrm{Normal}$ を $N$ と略記することがある.\n\n**モデルh** (hは階層=hierarchicalの意味)\n\n$$\ny_i \\sim N(\\theta_i, \\sigma_i), \\quad\n\\theta_i \\sim N(\\mu, \\rho), \\quad\n\\mu \\sim N(0, 100), \\quad\n\\rho \\sim \\mathrm{Truncated}(\\mathrm{Cauchy}(1), 0, \\infty). \n$$\n\nこのモデルをMCMCによって近似的に解いてみよう."
},
{
"metadata": {
"trusted": true,
"scrolled": false
},
"cell_type": "code",
"source": "function sample2modelh(Y, Σ;\n prior_μ = Normal(0.0, 1e2),\n prior_ρ = Truncated(Cauchy(), 0.0, Inf),\n μ0 = 0.0,\n ρ0 = 1.0,\n chains = 2,\n )\n data = Dict{Symbol, Any}(\n :Y => float(Y),\n :Σ2 => float(Σ.^2),\n :μ0 => μ0,\n :ρ0 => ρ0,\n :n => length(Y),\n )\n \n model = Model(\n y = Stochastic(1, θ -> MvNormal(θ, diagm(data[:Σ2])), false),\n θ = Stochastic(1, (μ, ρ) -> Normal(μ, ρ), true),\n μ = Stochastic(() -> prior_μ, true),\n ρ = Stochastic(() -> prior_ρ, true),\n )\n #scheme = [NUTS([:μ, :ρ, :θ])]\n scheme = [Slice([:μ, :ρ, :θ], 10.0)]\n setsamplers!(model, scheme)\n \n inits = [\n Dict{Symbol, Any}(\n :y => data[:Y],\n :μ => data[:μ0],\n :ρ => data[:ρ0],\n :θ => zeros(data[:n]),\n )\n for k in 1:chains\n ]\n return model, data, inits\nend\n\n# iterations = 11000\n# burnin = 1000\n# thin = 1\niterations = 401000\nburnin = 1000\nthin = 10\nchains = 8\nmodel, data, inits = sample2modelh(Y, Σ; chains=chains)\n@time simh = mcmc(model, data, inits, iterations, \n burnin=burnin, thin=thin, chains=chains, verbose=true)\n\nsim = simh\nshow(describe(sim)); println(\"\\n\")\nshow(gelmandiag(sim))\n\n# WAICの計算\nsim = simh\nsymbols = [:μ, :ρ]\nval = sim[:, symbols, :].value\nchain = vcat((val[:,:,k] for k in 1:size(val,3))...)\nL = size(chain,1)\nn = length(Y)\nlpdfh(μ, ρ, y, σ) = logpdf(Normal(μ, sqrt(σ^2+ρ^2)), y)\nloglik = zeros(L, n)\nfor i in 1:n, l in 1:L\n loglik[l,i] = lpdfh(chain[l,1], chain[l,2], Y[i], Σ[i])\nend\nT_h = -2n*mean(log(mean(exp(loglik[l,i]) for l in 1:L)) for i in 1:n)\nV_h = 2*sum(var(@view(loglik[:,i]), corrected=false) for i in 1:n)\nWAIC_h = T_h + V_h\n@show WAIC_h, T_h, V_h\n\nsleep(0.1)\ndraw(plot(sim), fmt=:png, width=10inch, height=2.5inch, nrow=1, ncol=4, ask=false)\ndraw(plot(sim, :contour), fmt=:png, width=10inch, height=2.5inch, nrow=1, ncol=4, ask=false)",
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"text": "MCMC Simulation of 401000 Iterations x 8 Chains...\n\n\tFrom worker 2:\tChain 1: 0% [50:44:11 of 50:44:15 remaining]\n\tFrom worker 3:\tChain 2: 0% [50:40:50 of 50:40:55 remaining]\n\tFrom worker 8:\tChain 7: 0% [50:52:12 of 50:52:17 remaining]\n\tFrom worker 7:\tChain 6: 0% [50:46:11 of 50:46:16 remaining]\n\tFrom worker 4:\tChain 3: 0% [51:33:38 of 51:33:43 remaining]\n\tFrom worker 6:\tChain 5: 0% [51:17:36 of 51:17:41 remaining]\n\tFrom worker 9:\tChain 8: 0% [51:38:59 of 51:39:04 remaining]\n\tFrom worker 5:\tChain 4: 0% [51:20:56 of 51:21:01 remaining]\n\tFrom worker 2:\tChain 1: 10% [0:05:07 of 0:05:41 remaining]\n\tFrom worker 7:\tChain 6: 10% [0:05:07 of 0:05:41 remaining]\n\tFrom worker 6:\tChain 5: 10% [0:05:20 of 0:05:55 remaining]\n\tFrom worker 9:\tChain 8: 10% [0:05:19 of 0:05:54 remaining]\n\tFrom worker 8:\tChain 7: 10% [0:05:23 of 0:05:59 remaining]\n\tFrom worker 3:\tChain 2: 10% [0:05:25 of 0:06:01 remaining]\n\tFrom worker 5:\tChain 4: 10% [0:05:27 of 0:06:03 remaining]\n\tFrom worker 4:\tChain 3: 10% [0:05:37 of 0:06:15 remaining]\n\tFrom worker 7:\tChain 6: 20% [0:04:09 of 0:05:11 remaining]\n\tFrom worker 2:\tChain 1: 20% [0:04:10 of 0:05:12 remaining]\n\tFrom worker 6:\tChain 5: 20% [0:04:15 of 0:05:19 remaining]\n\tFrom worker 8:\tChain 7: 20% [0:04:20 of 0:05:25 remaining]\n\tFrom worker 5:\tChain 4: 20% [0:04:24 of 0:05:30 remaining]\n\tFrom worker 3:\tChain 2: 20% [0:04:26 of 0:05:32 remaining]\n\tFrom worker 9:\tChain 8: 20% [0:04:25 of 0:05:32 remaining]\n\tFrom worker 4:\tChain 3: 20% [0:04:32 of 0:05:39 remaining]\n\tFrom worker 2:\tChain 1: 30% [0:03:35 of 0:05:07 remaining]\n\tFrom worker 7:\tChain 6: 30% [0:03:36 of 0:05:08 remaining]\n\tFrom worker 6:\tChain 5: 30% [0:03:38 of 0:05:12 remaining]\n\tFrom worker 8:\tChain 7: 30% [0:03:41 of 0:05:16 remaining]\n\tFrom worker 9:\tChain 8: 30% [0:03:42 of 0:05:17 remaining]\n\tFrom worker 3:\tChain 2: 30% [0:03:44 of 0:05:20 remaining]\n\tFrom worker 5:\tChain 4: 30% [0:03:47 of 0:05:25 remaining]\n\tFrom worker 4:\tChain 3: 30% [0:03:50 of 0:05:28 remaining]\n\tFrom worker 8:\tChain 7: 40% [0:03:04 of 0:05:06 remaining]\n\tFrom worker 2:\tChain 1: 40% [0:03:04 of 0:05:07 remaining]\n\tFrom worker 7:\tChain 6: 40% [0:03:05 of 0:05:08 remaining]\n\tFrom worker 9:\tChain 8: 40% [0:03:05 of 0:05:09 remaining]\n\tFrom worker 6:\tChain 5: 40% [0:03:06 of 0:05:10 remaining]\n\tFrom worker 3:\tChain 2: 40% [0:03:08 of 0:05:13 remaining]\n\tFrom worker 5:\tChain 4: 40% [0:03:13 of 0:05:21 remaining]\n\tFrom worker 4:\tChain 3: 40% [0:03:13 of 0:05:22 remaining]\n\tFrom worker 2:\tChain 1: 50% [0:02:32 of 0:05:03 remaining]\n\tFrom worker 7:\tChain 6: 50% [0:02:32 of 0:05:04 remaining]\n\tFrom worker 8:\tChain 7: 50% [0:02:32 of 0:05:05 remaining]\n\tFrom worker 9:\tChain 8: 50% [0:02:33 of 0:05:06 remaining]\n\tFrom worker 3:\tChain 2: 50% [0:02:34 of 0:05:07 remaining]\n\tFrom worker 6:\tChain 5: 50% [0:02:34 of 0:05:08 remaining]\n\tFrom worker 5:\tChain 4: 50% [0:02:38 of 0:05:15 remaining]\n\tFrom worker 4:\tChain 3: 50% [0:02:39 of 0:05:18 remaining]\n\tFrom worker 7:\tChain 6: 60% [0:02:00 of 0:05:01 remaining]\n\tFrom worker 3:\tChain 2: 60% [0:02:01 of 0:05:02 remaining]\n\tFrom worker 9:\tChain 8: 60% [0:02:01 of 0:05:03 remaining]\n\tFrom worker 8:\tChain 7: 60% [0:02:01 of 0:05:03 remaining]\n\tFrom worker 2:\tChain 1: 60% [0:02:01 of 0:05:03 remaining]\n\tFrom worker 6:\tChain 5: 60% [0:02:01 of 0:05:04 remaining]\n\tFrom worker 5:\tChain 4: 60% [0:02:04 of 0:05:10 remaining]\n\tFrom worker 4:\tChain 3: 60% [0:02:05 of 0:05:12 remaining]\n\tFrom worker 3:\tChain 2: 70% [0:01:30 of 0:04:60 remaining]\n\tFrom worker 7:\tChain 6: 70% [0:01:30 of 0:04:60 remaining]\n\tFrom worker 6:\tChain 5: 70% [0:01:30 of 0:05:01 remaining]\n\tFrom worker 2:\tChain 1: 70% [0:01:31 of 0:05:02 remaining]\n\tFrom worker 9:\tChain 8: 70% [0:01:31 of 0:05:02 remaining]\n\tFrom worker 8:\tChain 7: 70% [0:01:31 of 0:05:04 remaining]\n\tFrom worker 5:\tChain 4: 70% [0:01:32 of 0:05:06 remaining]\n\tFrom worker 4:\tChain 3: 70% [0:01:34 of 0:05:12 remaining]\n\tFrom worker 3:\tChain 2: 80% [0:00:60 of 0:04:58 remaining]\n\tFrom worker 7:\tChain 6: 80% [0:00:60 of 0:04:58 remaining]\n\tFrom worker 6:\tChain 5: 80% [0:00:60 of 0:04:60 remaining]\n\tFrom worker 9:\tChain 8: 80% [0:01:00 of 0:05:00 remaining]\n\tFrom worker 8:\tChain 7: 80% [0:01:00 of 0:05:01 remaining]\n\tFrom worker 2:\tChain 1: 80% [0:01:00 of 0:05:02 remaining]\n\tFrom worker 5:\tChain 4: 80% [0:01:01 of 0:05:04 remaining]\n\tFrom worker 4:\tChain 3: 80% [0:01:02 of 0:05:09 remaining]\n\tFrom worker 7:\tChain 6: 90% [0:00:30 of 0:04:56 remaining]\n\tFrom worker 3:\tChain 2: 90% [0:00:30 of 0:04:57 remaining]\n\tFrom worker 9:\tChain 8: 90% [0:00:30 of 0:04:59 remaining]\n\tFrom worker 8:\tChain 7: 90% [0:00:30 of 0:04:59 remaining]\n\tFrom worker 6:\tChain 5: 90% [0:00:30 of 0:05:00 remaining]\n\tFrom worker 2:\tChain 1: 90% [0:00:30 of 0:05:01 remaining]\n\tFrom worker 5:\tChain 4: 90% [0:00:30 of 0:05:02 remaining]\n\tFrom worker 4:\tChain 3: 90% [0:00:31 of 0:05:06 remaining]\n\tFrom worker 7:\tChain 6: 100% [0:00:00 of 0:04:55 remaining]\n\tFrom worker 7:\t\n\tFrom worker 3:\tChain 2: 100% [0:00:00 of 0:04:56 remaining]\n\tFrom worker 3:\t\n\tFrom worker 8:\tChain 7: 100% [0:00:00 of 0:04:58 remaining]\n\tFrom worker 8:\t\n\tFrom worker 6:\tChain 5: 100% [0:00:00 of 0:04:58 remaining]\n\tFrom worker 6:\t\n\tFrom worker 2:\tChain 1: 100% [0:00:00 of 0:04:59 remaining]\n\tFrom worker 2:\t\n\tFrom worker 9:\tChain 8: 100% [0:00:00 of 0:04:60 remaining]\n\tFrom worker 9:\t\n\tFrom worker 5:\tChain 4: 100% [0:00:00 of 0:05:00 remaining]\n\tFrom worker 5:\t\n\tFrom worker 4:\tChain 3: 100% [0:00:00 of 0:05:03 remaining]\n\tFrom worker 4:\t\n349.003301 seconds (2.77 M allocations: 317.490 MiB, 0.05% gc time)\nIterations = 1010:401000\nThinning interval = 10\nChains = 1,2,3,4,5,6,7,8\nSamples per chain = 40000\n\nEmpirical Posterior Estimates:\n Mean SD Naive SE MCSE ESS \n μ 7.5488953 4.1591820 0.0073524645 0.058419296 5068.7773\n ρ 1.4529225 1.8571551 0.0032830173 0.016857954 12136.3076\nθ[1] 7.9443476 4.7108687 0.0083277180 0.059661413 6234.6909\nθ[2] 7.5406739 4.4403639 0.0078495286 0.058219622 5816.9906\nθ[3] 7.3579570 4.6046810 0.0081400029 0.059175193 6055.0777\nθ[4] 7.5210869 4.4765858 0.0079135605 0.058392560 5877.3127\nθ[5] 7.1523852 4.4471237 0.0078614783 0.058279607 5822.7104\nθ[6] 7.3207280 4.4790188 0.0079178614 0.058503560 5861.3976\nθ[7] 7.9366417 4.5490519 0.0080416636 0.058822656 5980.7069\nθ[8] 7.6063047 4.6147707 0.0081578391 0.059062760 6104.8188\n\nQuantiles:\n 2.5% 25.0% 50.0% 75.0% 97.5% \n μ -0.675406678 4.7480934 7.53340629 10.4136276 15.572921\n ρ 0.034603786 0.3686705 0.84560334 1.7786074 6.711737\nθ[1] -0.883533327 4.8488831 7.80187302 10.9025189 17.391405\nθ[2] -1.188833764 4.6148440 7.51468137 10.5318816 16.128582\nθ[3] -1.683480950 4.4315094 7.38098280 10.4440525 16.051351\nθ[4] -1.267214520 4.5909547 7.49833208 10.5307357 16.149190\nθ[5] -1.718777421 4.2955725 7.19189117 10.2037869 15.526118\nθ[6] -1.512359974 4.4255457 7.34266288 10.3733472 15.810221\nθ[7] -0.763775181 4.9016170 7.83933946 10.8894027 17.056692\nθ[8] -1.300687204 4.6104787 7.56119050 10.6306283 16.544641\n\nnothing\n\n PSRF 97.5%\n μ 1.003 1.008\n ρ 1.001 1.002\nθ[1] 1.003 1.006\nθ[2] 1.003 1.007\nθ[3] 1.003 1.006\nθ[4] 1.003 1.006\nθ[5] 1.003 1.006\nθ[6] 1.003 1.007\nθ[7] 1.003 1.006\nθ[8] 1.003 1.007\n\n(WAIC_h, T_h, V_h) = (61.19661468377268, 59.91679649518156, 1.2798181885911186)\n",
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/plain": "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=59401, maxsize=Inf, ptr=59402, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Ptr{Void} @0x0000000055dac000), 960.0000000000001, 240.00000000000003, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.SVGClassPrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.StrokePrimitive}, #NULL)), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())",
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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=57191, maxsize=Inf, ptr=57192, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Ptr{Void} @0x0000000055dac0b0), 960.0000000000001, 240.00000000000003, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.SVGClassPrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.StrokePrimitive}, #NULL)), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())",
"image/png": 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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=57177, maxsize=Inf, ptr=57178, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Ptr{Void} @0x0000000055dac160), 960.0000000000001, 240.00000000000003, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.SVGClassPrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.StrokePrimitive}, #NULL)), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())",
"image/png": 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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=53686, maxsize=Inf, ptr=53687, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Ptr{Void} @0x0000000055dac210), 960.0000000000001, 240.00000000000003, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.SVGClassPrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.StrokePrimitive}, #NULL)), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())",
"image/png": 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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=54821, maxsize=Inf, ptr=54822, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Ptr{Void} @0x0000000055dac210), 960.0000000000001, 240.00000000000003, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.SVGClassPrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.StrokePrimitive}, #NULL)), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())",
"image/png": 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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "Compose.Image{Compose.PNGBackend}(IOBuffer(data=UInt8[...], readable=true, writable=true, seekable=true, append=false, size=53364, maxsize=Inf, ptr=53365, mark=-1), Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Cairo.CairoContext(Ptr{Void} @0x0000000000000000, Cairo.CairoSurface{UInt32}(Ptr{Void} @0x0000000000000000, 960.0, 240.0, #undef), Ptr{Void} @0x0000000055dac160), 960.0000000000001, 240.00000000000003, RGBA{Float64}(0.0,0.0,0.0,0.0), RGBA{Float64}(0.0,0.0,0.0,1.0), Float64[], Compose.LineCapButt(), Compose.LineJoinMiter(), true, 0.3mm, 3.880555555555555mm, \"Helvetica Neue,Helvetica,Arial,sans\", Nullable{Compose.ClipPrimitive}(), Compose.ImagePropertyState[], Compose.ImagePropertyFrame[], Dict{Type,Nullable{Compose.Property}}(Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.SVGClassPrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.StrokePrimitive}, #NULL),Pair{Type,Nullable{Compose.Property}}(Compose.Property{Compose.FillPrimitive}, #NULL)), true, false, nothing, true, true, 3.7795275590551185, Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}(), Nullable{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}())",
"image/png": 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},
"metadat
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