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{
"cells": [
{
"cell_type": "markdown",
"id": "2543fa81",
"metadata": {},
"source": [
"# AR(1)でベイズ推論を行う"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "3dbb2e1a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
]
}
],
"source": [
"# おまじない\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats\n",
"import scipy.special as sc\n",
"\n",
"import arviz as az\n",
"import pymc3 as pm\n",
"\n",
"# Julia呼び出し\n",
"from julia import Main\n",
"Main.include(\"t_dist_param_and_samples.jl\");"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8639066b",
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'\n",
"RANDOM_SEED = 4649\n",
"np.random.seed(RANDOM_SEED)\n",
"az.style.use(\"arviz-darkgrid\")"
]
},
{
"cell_type": "markdown",
"id": "a9392d19",
"metadata": {},
"source": [
"## AR(1)の解析解"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "229ebfc3",
"metadata": {},
"source": [
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cebc9d16",
"metadata": {},
"outputs": [],
"source": [
"# AR( 1 ) のベイズ的な取り扱い ~不完全事前分布編~ の記事内で計算した確率分布とデータを取得\n",
"N = 500\n",
"t_dist, y = Main.t_dist_param_and_samples(N)\n",
"N = np.size(y)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9cada4f7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 296,
"width": 440
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(y)\n",
"plt.title(r\"AR(1) $\\phi$ = 0.9 $\\sigma$ = 10 N = {}\".format(N))\n",
"plt.xlabel(\"time\");"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f9b97ccf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<PyCall.jlwrap LocationScale{Float64, Continuous, TDist{Float64}}(\n",
"μ: 0.9189615477351337\n",
"σ: 0.00031967019034501686\n",
"ρ: TDist{Float64}(ν=498.0)\n",
")\n",
">"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# AR(1)に事前確率分布 P(φ,v) = 1/v を適用した\n",
"# パラメータφについての周辺事後確率分布\n",
"t_dist"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "6b1d9108",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 296,
"width": 440
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# パラメータφについての事後確率分布\n",
"t = stats.t(\n",
" df = t_dist.ρ.ν,\n",
" loc = t_dist.μ,\n",
" scale = t_dist.σ\n",
")\n",
"\n",
"# 有意水準1%の範囲を取得\n",
"xs = np.linspace(\n",
" t.ppf(0.05),\n",
" t.ppf(0.95), 100\n",
")\n",
"\n",
"# 事後確率分布のプロット\n",
"fig, ax = plt.subplots(1,1)\n",
"ax.plot(xs, t.pdf(xs))\n",
"ax.set_title(r\"posterior $\\phi$={}\".format(round(t_dist.μ, 3)))\n",
"ax.set_xlabel(r\"$\\phi$\");"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "4119b5b5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.9189615477351337, 0.00032031403830919114)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t.mean(), t.std()"
]
},
{
"cell_type": "markdown",
"id": "24b40207",
"metadata": {},
"source": [
"## AR(1) の近似解"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "aef6d163",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as ar1:\n",
" phi = pm.Flat(\"phi\")\n",
"# pm.Flat(\"phi\")\n",
" sigma = pm.HalfFlat(\"sigma\")\n",
"\n",
" # 尤度関数\n",
" likelihood = pm.AR(\"likelihood\", rho=phi, sigma=sigma, observed=y)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "67ccc60d",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [sigma, phi]\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='12000' class='' max='12000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [12000/12000 00:09<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 28 seconds.\n",
"WARNING (aesara.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
]
}
],
"source": [
"with ar1:\n",
" trace = pm.sample(\n",
" draws=2000,\n",
" tune=1000,\n",
" random_seed=RANDOM_SEED,\n",
" return_inferencedata=True\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3d922749",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>phi</th>\n",
" <td>0.919</td>\n",
" <td>0.018</td>\n",
" <td>0.885</td>\n",
" <td>0.952</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>7710.0</td>\n",
" <td>5777.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sigma</th>\n",
" <td>9.851</td>\n",
" <td>0.321</td>\n",
" <td>9.253</td>\n",
" <td>10.453</td>\n",
" <td>0.004</td>\n",
" <td>0.003</td>\n",
" <td>7341.0</td>\n",
" <td>4957.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"phi 0.919 0.018 0.885 0.952 0.000 0.000 7710.0 5777.0 \n",
"sigma 9.851 0.321 9.253 10.453 0.004 0.003 7341.0 4957.0 \n",
"\n",
" r_hat \n",
"phi 1.0 \n",
"sigma 1.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"image/png": {
"height": 296,
"width": 872
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(trace)\n",
"az.summary(trace, round_to=None)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "43598320",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<AxesSubplot:title={'center':'phi'}>,\n",
" <AxesSubplot:title={'center':'sigma'}>], dtype=object)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 993.6x331.2 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 339,
"width": 1001
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 事後確率分布のプロット\n",
"az.plot_posterior(trace)"
]
},
{
"cell_type": "markdown",
"id": "f9405137",
"metadata": {},
"source": [
"## MCMCと解析解を重ねてみる"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6ecdd060",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(274.8561097056422, 1293.4825869989108)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.get_ylim()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "57a4f009",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2666430f9d0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 296,
"width": 440
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = az.plot_posterior(trace, var_names=\"phi\", label=\"MCMC\")\n",
"xx = np.linspace(*ax.get_xlim())\n",
"ax.plot(xx, np.exp(t.logpdf(xx)), ls=\"--\", label=\"truth\", color=\"orange\")\n",
"ax.legend()"
]
},
{
"cell_type": "markdown",
"id": "5f598c49",
"metadata": {},
"source": [
"## MCMCのサンプル数を大きくする"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "a5136959",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [sigma, phi]\n"
]
},
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='200000' class='' max='200000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [200000/200000 02:04<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 10_000 tune and 40_000 draw iterations (40_000 + 160_000 draws total) took 143 seconds.\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>phi</th>\n",
" <td>0.919</td>\n",
" <td>0.018</td>\n",
" <td>0.886</td>\n",
" <td>0.953</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>130730.0</td>\n",
" <td>112757.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sigma</th>\n",
" <td>9.848</td>\n",
" <td>0.314</td>\n",
" <td>9.268</td>\n",
" <td>10.438</td>\n",
" <td>0.001</td>\n",
" <td>0.001</td>\n",
" <td>128738.0</td>\n",
" <td>111403.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"phi 0.919 0.018 0.886 0.953 0.000 0.000 130730.0 112757.0 \n",
"sigma 9.848 0.314 9.268 10.438 0.001 0.001 128738.0 111403.0 \n",
"\n",
" r_hat \n",
"phi 1.0 \n",
"sigma 1.0 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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