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@DanielWeitzenfeld
Created May 25, 2020 02:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import pymc3 as pm\n",
"from pymc3.distributions.dist_math import normal_lccdf\n",
"import numpy as np\n",
"import theano.tensor as T"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"class RightCensoredNormal(pm.Continuous):\n",
" def __init__(self, mu, sigma, is_censored, *args, **kwargs):\n",
" super(RightCensoredNormal, self).__init__(*args, **kwargs)\n",
" self.mu = mu = T.as_tensor_variable(mu)\n",
" self.sigma = sigma = T.as_tensor_variable(sigma)\n",
" self.is_censored = T.as_tensor_variable(is_censored)\n",
"\n",
" def logp(self, x):\n",
" n = pm.Normal.dist(mu=self.mu, sigma=self.sigma)\n",
" return T.sum(T.switch(T.eq(self.is_censored, 1), \n",
" normal_lccdf(self.mu, self.sigma, x), \n",
" n.logp(x)))\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Generate linearly related data and add a noise term\n",
"N = 100\n",
"b0, b1 = 3.0, 0.2\n",
"xx = np.linspace(0, 10, N)\n",
"xx += np.random.normal(0, 0.5, N)\n",
"yy_uncensored = b0 + b1 * xx + np.random.normal(0, 0.2, N)\n",
"\n",
"# Define an arbitrary cut-off above which points will be truncated\n",
"truncation_line = 0.15 + b0 + (b1 - 0.05) * xx\n",
"\n",
"# Censor the data:\n",
"censored = yy_uncensored > truncation_line\n",
"yy = np.where(censored, truncation_line, yy_uncensored)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x11958b780>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 248,
"width": 372
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.scatter(xx, yy)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as model:\n",
" \n",
" beta = pm.Normal('beta', mu=0, sd=5, shape=2)\n",
" beta_x = pm.Deterministic('beta_x', beta[0] + beta[1]*xx)\n",
" sigma_obs = pm.HalfNormal('sigma_obs', .5)\n",
" \n",
" obs = RightCensoredNormal('obs', \n",
" mu=beta_x, \n",
" sigma=sigma_obs, \n",
" is_censored=censored.astype(int), \n",
" observed=yy)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"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_obs, beta]\n",
"Sampling 4 chains, 0 divergences: 100%|██████████| 4000/4000 [00:02<00:00, 1361.44draws/s]\n",
"The acceptance probability does not match the target. It is 0.8813446043998623, but should be close to 0.8. Try to increase the number of tuning steps.\n"
]
}
],
"source": [
"with model:\n",
" trace = pm.sample()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"image/png": {
"height": 296,
"width": 872
}
},
"output_type": "display_data"
}
],
"source": [
"with model:\n",
" pm.traceplot(trace, var_names=['beta', 'sigma_obs'], \n",
" lines=(('beta', {}, [3, .2]), ('sigma_obs', {}, [.2])))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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