{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bayesian Parametric Survival Analysis with PyMC3"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on PyMC3 v3.9.0\n"
]
}
],
"source": [
"import arviz as az\n",
"import numpy as np\n",
"import pymc3 as pm\n",
"import scipy as sp\n",
"import seaborn as sns\n",
"\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.ticker import StrMethodFormatter\n",
"from statsmodels import datasets\n",
"from theano import shared, tensor as tt\n",
"\n",
"print('Running on PyMC3 v{}'.format(pm.__version__))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'\n",
"az.style.use('arviz-darkgrid')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Survival analysis](https://en.wikipedia.org/wiki/Survival_analysis) studies the distribution of the time between when a subject comes under observation and when that subject experiences an event of interest. One of the fundamental challenges of survival analysis (which also makes is mathematically interesting) is that, in general, not every subject will experience the event of interest before we conduct our analysis. In more concrete terms, if we are studying the time between cancer treatment and death (as we will in this post), we will often want to analyze our data before every subject has died. This phenomenon is called censoring and is fundamental to survival analysis.\n",
"\n",
"I have previously [written](http://austinrochford.com/posts/2015-10-05-bayes-survival.html) about Bayesian survival analysis using the [semiparametric](https://en.wikipedia.org/wiki/Semiparametric_model) [Cox proportional hazards model](https://en.wikipedia.org/wiki/Proportional_hazards_model#The_Cox_model). Implementing that semiparametric model in PyMC3 involved some fairly complex `numpy` code and nonobvious probability theory equivalences. This post illustrates a parametric approach to Bayesian survival analysis in PyMC3. Parametric models of survival are simpler to both implement and understand than semiparametric models; statistically, they are also more [powerful](https://en.wikipedia.org/wiki/Statistical_power) than non- or semiparametric methods _when they are correctly specified_. This post will not further cover the differences between parametric and nonparametric models or the various methods for chosing between them.\n",
"\n",
"As in the previous post, we will analyze [mastectomy data](https://vincentarelbundock.github.io/Rdatasets/doc/HSAUR/mastectomy.html) from `R`'s [`HSAUR`](https://cran.r-project.org/web/packages/HSAUR/index.html) package. First, we load the data."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sns.set()\n",
"blue, green, red, purple, gold, teal = sns.color_palette(n_colors=6)\n",
"\n",
"pct_formatter = StrMethodFormatter('{x:.1%}')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = (datasets.get_rdataset('mastectomy', 'HSAUR', cache=True)\n",
" .data\n",
" .assign(metastized=lambda df: 1. * (df.metastized == \"yes\"),\n",
" event=lambda df: 1. * df.event))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"execution_count": 5,
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"output_type": "execute_result"
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"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The column `time` represents the survival time for a breast cancer patient after a mastectomy, measured in months. The column `event` indicates whether or not the observation is censored. If `event` is one, the patient's death was observed during the study; if `event` is zero, the patient lived past the end of the study and their survival time is censored. The column `metastized` indicates whether the cancer had [metastized](https://en.wikipedia.org/wiki/Metastasis) prior to the mastectomy. In this post, we will use Bayesian parametric survival regression to quantify the difference in survival times for patients whose cancer had and had not metastized."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Accelerated failure time models\n",
"\n",
"[Accelerated failure time models](https://en.wikipedia.org/wiki/Accelerated_failure_time_model) are the most common type of parametric survival regression models. The fundamental quantity of survival analysis is the [survival function](https://en.wikipedia.org/wiki/Survival_function); if $T$ is the random variable representing the time to the event in question, the survival function is $S(t) = P(T > t)$. Accelerated failure time models incorporate covariates $\\mathbf{x}$ into the survival function as\n",
"\n",
"$$S(t\\ |\\ \\beta, \\mathbf{x}) = S_0\\left(\\exp\\left(\\beta^{\\top} \\mathbf{x}\\right) \\cdot t\\right),$$\n",
"\n",
"where $S_0(t)$ is a fixed baseline survival function. These models are called \"accelerated failure time\" because, when $\\beta^{\\top} \\mathbf{x} > 0$, $\\exp\\left(\\beta^{\\top} \\mathbf{x}\\right) \\cdot t > t$, so the effect of the covariates is to accelerate the _effective_ passage of time for the individual in question. The following plot illustrates this phenomenon using an exponential survival function."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"S0 = sp.stats.expon.sf"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 544,
"width": 745
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8, 6))\n",
"\n",
"t = np.linspace(0, 10, 100)\n",
"\n",
"ax.plot(t, S0(5 * t),\n",
" label=r\"$\\beta^{\\top} \\mathbf{x} = \\log\\ 5$\");\n",
"ax.plot(t, S0(2 * t),\n",
" label=r\"$\\beta^{\\top} \\mathbf{x} = \\log\\ 2$\");\n",
"ax.plot(t, S0(t),\n",
" label=r\"$\\beta^{\\top} \\mathbf{x} = 0$ ($S_0$)\");\n",
"ax.plot(t, S0(0.5 * t),\n",
" label=r\"$\\beta^{\\top} \\mathbf{x} = -\\log\\ 2$\");\n",
"ax.plot(t, S0(0.2 * t),\n",
" label=r\"$\\beta^{\\top} \\mathbf{x} = -\\log\\ 5$\");\n",
"\n",
"ax.set_xlim(0, 10);\n",
"ax.set_xlabel(r\"$t$\");\n",
"\n",
"ax.yaxis.set_major_formatter(pct_formatter);\n",
"ax.set_ylim(-0.025, 1);\n",
"ax.set_ylabel(r\"Survival probability, $S(t\\ |\\ \\beta, \\mathbf{x})$\");\n",
"\n",
"ax.legend(loc=1);\n",
"ax.set_title(\"Accelerated failure times\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Accelerated failure time models are equivalent to log-linear models for $T$,\n",
"\n",
"$$Y = \\log T = \\beta^{\\top} \\mathbf{x} + \\varepsilon.$$\n",
"\n",
"A choice of distribution for the error term $\\varepsilon$ determines baseline survival function, $S_0$, of the accelerated failure time model. The following table shows the correspondence between the distribution of $\\varepsilon$ and $S_0$ for several common accelerated failure time models.\n",
"\n",
"
\n",
"\n",
"Accelerated failure time models are conventionally named after their baseline survival function, $S_0$. The rest of this post will show how to implement Weibull and log-logistic survival regression models in PyMC3 using the mastectomy data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Weibull survival regression\n",
"\n",
"In this example, the covariates are $\\mathbf{x}_i = \\left(1\\ x^{\\textrm{met}}_i\\right)^{\\top}$, where\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"x^{\\textrm{met}}_i\n",
" & = \\begin{cases}\n",
" 0 & \\textrm{if the } i\\textrm{-th patient's cancer had not metastized} \\\\\n",
" 1 & \\textrm{if the } i\\textrm{-th patient's cancer had metastized}\n",
" \\end{cases}.\n",
"\\end{align*}\n",
"$$\n",
"\n",
"We construct the matrix of covariates $\\mathbf{X}$."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"n_patient, _ = df.shape\n",
"\n",
"X = np.empty((n_patient, 2))\n",
"X[:, 0] = 1.\n",
"X[:, 1] = df.metastized"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We place independent, vague normal prior distributions on the regression coefficients,\n",
"\n",
"$$\\beta \\sim N(0, 5^2 I_2).$$"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"VAGUE_PRIOR_SD = 5."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as weibull_model:\n",
" β = pm.Normal('β', 0., VAGUE_PRIOR_SD, shape=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The covariates, $\\mathbf{x}$, affect value of $Y = \\log T$ through $\\eta = \\beta^{\\top} \\mathbf{x}$."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"X_ = shared(X)\n",
"\n",
"with weibull_model:\n",
" η = β.dot(X_.T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For Weibull regression, we use\n",
"\n",
"$$\n",
"\\begin{align*}\n",
" \\varepsilon\n",
" & \\sim \\textrm{Gumbel}(0, s) \\\\\n",
" s\n",
" & \\sim \\textrm{HalfNormal(5)}.\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"with weibull_model:\n",
" s = pm.HalfNormal('s', 5.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are nearly ready to specify the likelihood of the observations given these priors. Before doing so, we transform the observed times to the log scale and standardize them."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"y = np.log(df.time.values)\n",
"y_std = (y - y.mean()) / y.std()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The likelihood of the data is specified in two parts, one for uncensored samples, and one for censored samples. Since $Y = \\eta + \\varepsilon$, and $\\varepsilon \\sim \\textrm{Gumbel}(0, s)$, $Y \\sim \\textrm{Gumbel}(\\eta, s)$. For the uncensored survival times, the likelihood is implemented as"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"cens = df.event.values == 0."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"cens_ = shared(cens)\n",
"\n",
"with weibull_model:\n",
" y_obs = pm.Gumbel(\n",
" 'y_obs', η[~cens_], s,\n",
" observed=y_std[~cens]\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For censored observations, we only know that their true survival time exceeded the total time that they were under observation. This probability is given by the survival function of the Gumbel distribution,\n",
"\n",
"$$P(Y \\geq y) = 1 - \\exp\\left(-\\exp\\left(-\\frac{y - \\mu}{s}\\right)\\right).$$\n",
"\n",
"This survival function is implemented below."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def gumbel_sf(y, μ, σ):\n",
" return 1. - tt.exp(-tt.exp(-(y - μ) / σ))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now specify the likelihood for the censored observations."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"with weibull_model:\n",
" y_cens = pm.Potential(\n",
" 'y_cens', gumbel_sf(y_std[cens], η[cens_], s)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now sample from the model."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"SEED = 845199 # from random.org, for reproducibility\n",
"\n",
"SAMPLE_KWARGS = {\n",
" 'chains': 3,\n",
" 'tune': 1000,\n",
" 'random_seed': [\n",
" SEED,\n",
" SEED + 1,\n",
" SEED + 2\n",
" ]\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"Multiprocess sampling (3 chains in 4 jobs)\n",
"NUTS: [s, β]\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"Sampling 3 chains for 1_000 tune and 1_000 draw iterations (3_000 + 3_000 draws total) took 9 seconds.\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"with weibull_model:\n",
" weibull_trace = pm.sample(**SAMPLE_KWARGS)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The energy plot and Bayesian fraction of missing information give no cause for concern about poor mixing in NUTS."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
" FutureWarning,\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
},
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 491,
"width": 731
}
},
"output_type": "display_data"
}
],
"source": [
"pm.energyplot(weibull_trace);"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
" FutureWarning,\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
},
{
"data": {
"text/plain": [
"array([0.95862409, 1.11207671, 1.10944801])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.bfmi(weibull_trace)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Gelman-Rubin statistics also indicate convergence."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
xarray.DataArray
'β'
1.005
array(1.00529289)
"
],
"text/plain": [
"\n",
"array(1.00529289)"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(np.max(gr_stats) for gr_stats in pm.rhat(weibull_trace).values())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below we plot posterior distributions of the parameters."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 561,
"width": 2495
}
},
"output_type": "display_data"
}
],
"source": [
"pm.plot_posterior(weibull_trace, lw=0, alpha=0.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These are somewhat interesting (espescially the fact that the posterior of $\\beta_1$ is fairly well-separated from zero), but the posterior predictive survival curves will be much more interpretable.\n",
"\n",
"The advantage of using [`theano.shared`](http://deeplearning.net/software/theano_versions/dev/library/compile/shared.html) variables is that we can now change their values to perform posterior predictive sampling. For posterior prediction, we set $X$ to have two rows, one for a subject whose cancer had not metastized and one for a subject whose cancer had metastized. Since we want to predict actual survival times, none of the posterior predictive rows are censored."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"X_pp = np.empty((2, 2))\n",
"X_pp[:, 0] = 1.\n",
"X_pp[:, 1] = [0, 1]\n",
"X_.set_value(X_pp)\n",
"\n",
"cens_pp = np.repeat(False, 2)\n",
"cens_.set_value(cens_pp)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dependencies/pymc3/pymc3/sampling.py:1618: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n",
" \"samples parameter is smaller than nchains times ndraws, some draws \"\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"with weibull_model:\n",
" pp_weibull_trace = pm.sample_posterior_predictive(\n",
" weibull_trace, samples=1500, vars=[y_obs]\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The posterior predictive survival times show that, on average, patients whose cancer had not metastized survived longer than those whose cancer had metastized."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"t_plot = np.linspace(0, 230, 100)\n",
"\n",
"weibull_pp_surv = (np.greater_equal\n",
" .outer(np.exp(y.mean() + y.std() * pp_weibull_trace['y_obs']),\n",
" t_plot))\n",
"weibull_pp_surv_mean = weibull_pp_surv.mean(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 544,
"width": 733
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8, 6))\n",
"\n",
"\n",
"ax.plot(t_plot, weibull_pp_surv_mean[0],\n",
" c=blue, label=\"Not metastized\");\n",
"ax.plot(t_plot, weibull_pp_surv_mean[1],\n",
" c=red, label=\"Metastized\");\n",
"\n",
"ax.set_xlim(0, 230);\n",
"ax.set_xlabel(\"Weeks since mastectomy\");\n",
"\n",
"ax.set_ylim(top=1);\n",
"ax.yaxis.set_major_formatter(pct_formatter);\n",
"ax.set_ylabel(\"Survival probability\");\n",
"\n",
"ax.legend(loc=1);\n",
"ax.set_title(\"Weibull survival regression model\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Log-logistic survival regression\n",
"\n",
"Other accelerated failure time models can be specificed in a modular way by changing the prior distribution on $\\varepsilon$. A log-logistic model corresponds to a [logistic](https://en.wikipedia.org/wiki/Logistic_distribution) prior on $\\varepsilon$. Most of the model specification is the same as for the Weibull model above."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"X_.set_value(X)\n",
"cens_.set_value(cens)\n",
"\n",
"with pm.Model() as log_logistic_model:\n",
" β = pm.Normal('β', 0., VAGUE_PRIOR_SD, shape=2)\n",
" η = β.dot(X_.T)\n",
" \n",
" s = pm.HalfNormal('s', 5.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use the prior $\\varepsilon \\sim \\textrm{Logistic}(0, s)$. The survival function of the logistic distribution is\n",
"\n",
"$$P(Y \\geq y) = 1 - \\frac{1}{1 + \\exp\\left(-\\left(\\frac{y - \\mu}{s}\\right)\\right)},$$\n",
"\n",
"so we get the likelihood "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"def logistic_sf(y, μ, s):\n",
" return 1. - pm.math.sigmoid((y - μ) / s)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
}
],
"source": [
"with log_logistic_model:\n",
" y_obs = pm.Logistic(\n",
" 'y_obs', η[~cens_], s,\n",
" observed=y_std[~cens]\n",
" )\n",
" y_cens = pm.Potential(\n",
" 'y_cens', logistic_sf(y_std[cens], η[cens_], s)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now sample from the log-logistic model."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"Multiprocess sampling (3 chains in 4 jobs)\n",
"NUTS: [s, β]\n"
]
},
{
"data": {
"text/html": [
"\n",
"
\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 3 chains for 1_000 tune and 1_000 draw iterations (3_000 + 3_000 draws total) took 9 seconds.\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
}
],
"source": [
"with log_logistic_model:\n",
" log_logistic_trace = pm.sample(**SAMPLE_KWARGS)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All of the sampling diagnostics look good for this model."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
" FutureWarning,\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 491,
"width": 731
}
},
"output_type": "display_data"
}
],
"source": [
"pm.energyplot(log_logistic_trace);"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dependencies/arviz/arviz/data/io_pymc3.py:89: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
" FutureWarning,\n",
"/env/miniconda3/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n"
]
},
{
"data": {
"text/plain": [
"array([1.16508906, 0.95734053, 1.10985797])"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.bfmi(log_logistic_trace)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
xarray.DataArray
'β'
1.01
array(1.01046756)
"
],
"text/plain": [
"\n",
"array(1.01046756)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max(np.max(gr_stats) for gr_stats in pm.rhat(log_logistic_trace).values())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, we calculate the posterior expected survival functions for this model."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/dependencies/pymc3/pymc3/sampling.py:1618: UserWarning: samples parameter is smaller than nchains times ndraws, some draws and/or chains may not be represented in the returned posterior predictive sample\n",
" \"samples parameter is smaller than nchains times ndraws, some draws \"\n"
]
},
{
"data": {
"text/html": [
"\n",
"