{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(ABC_introduction)=\n",
"# Approximate Bayesian Computation\n",
":::{post} May 31, 2022\n",
":tags: SMC, ABC \n",
":category: beginner, explanation\n",
":::"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on PyMC v5.9.1\n"
]
}
],
"source": [
"import arviz as az\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pymc as pm\n",
"\n",
"print(f\"Running on PyMC v{pm.__version__}\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%load_ext watermark\n",
"az.style.use(\"arviz-darkgrid\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sequential Monte Carlo - Approximate Bayesian Computation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Approximate Bayesian Computation methods (also called likelihood free inference methods), are a group of techniques developed for inferring posterior distributions in cases where the likelihood function is intractable or costly to evaluate. This does not mean that the likelihood function is not part of the analysis, it just the we are approximating the likelihood, and hence the name of the ABC methods.\n",
"\n",
"ABC comes useful when modeling complex phenomena in certain fields of study, like systems biology. Such models often contain unobservable random quantities, which make the likelihood function hard to specify, but data can be simulated from the model. \n",
"\n",
"These methods follow a general form:\n",
"\n",
"1- Sample a parameter $\\theta^*$ from a prior/proposal distribution $\\pi(\\theta)$.\n",
"\n",
"2- Simulate a data set $y^*$ using a function that takes $\\theta$ and returns a data set of the same dimensions as the observed data set $y_0$ (simulator).\n",
"\n",
"3- Compare the simulated dataset $y^*$ with the experimental data set $y_0$ using a distance function $d$ and a tolerance threshold $\\epsilon$. \n",
"\n",
"In some cases a distance function is computed between two summary statistics $d(S(y_0), S(y^*))$, avoiding the issue of computing distances for entire datasets.\n",
"\n",
"As a result we obtain a sample of parameters from a distribution $\\pi(\\theta | d(y_0, y^*)) \\leqslant \\epsilon$. \n",
"\n",
"If $\\epsilon$ is sufficiently small this distribution will be a good approximation of the posterior distribution $\\pi(\\theta | y_0)$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Sequential monte carlo](https://docs.pymc.io/notebooks/SMC2_gaussians.html?highlight=smc) ABC is a method that iteratively morphs the prior into a posterior by propagating the sampled parameters through a series of proposal distributions $\\phi(\\theta^{(i)})$, weighting the accepted parameters $\\theta^{(i)}$ like:\n",
"\n",
"$$ w^{(i)} \\propto \\frac{\\pi(\\theta^{(i)})}{\\phi(\\theta^{(i)})} $$\n",
"\n",
"It combines the advantages of traditional SMC, i.e. ability to sample from distributions with multiple peaks, but without the need for evaluating the likelihood function. \n",
"\n",
"\n",
"_(Lintusaari, 2016), (Toni, T., 2008), (Nuñez, Prangle, 2015)_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Old good Gaussian fit\n",
"\n",
"To illustrate how to use ABC within PyMC3 we are going to start with a very simple example estimating the mean and standard deviation of Gaussian data."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data = np.random.normal(loc=0, scale=1, size=1000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly under normal circumstances using a Gaussian likelihood will do the job very well. But that would defeat the purpose of this example, the notebook would end here and everything would be very boring. So, instead of that we are going to define a simulator. A very straightforward simulator for normal data is a pseudo random number generator, in real life our simulator will be most likely something fancier."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def normal_sim(rng, a, b, size=1000):\n",
" return rng.normal(a, b, size=size)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Defining an ABC model in PyMC3 is in general, very similar to defining other PyMC3 models. The two important differences are: we need to define a `Simulator` _distribution_ and we need to use `sample_smc` with `kernel=\"ABC\"`. The `Simulator` works as a generic interface to pass the synthetic data generating function (_normal_sim_ in this example), its parameters, the observed data and optionally a distance function and a summary statistics. In the following code we are using the default distance, `gaussian_kernel`, and the `sort` summary_statistic. As the name suggests `sort` sorts the data before computing the distance.\n",
"\n",
"Finally, SMC-ABC offers the option to store the simulated data. This can he handy as simulators can be expensive to evaluate and we may want to use the simulated data for example for posterior predictive checks."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing SMC sampler...\n",
"Sampling 6 chains in 6 jobs\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97%\n",
"a -0.012 0.044 -0.093 0.072\n",
"b 0.985 0.039 0.914 1.059"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(idata, kind=\"stats\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The posterior predictive check shows that we have an overall good fit, but the synthetic data has heavier tails than the observed one. You may want to decrease the value of epsilon, and see if you can get a tighter fit."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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",
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