{ "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 v4.0.0b6\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 4 chains in 4 jobs\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [100/100 00:00<00:00 Stage: 7 Beta: 1.000]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:00<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model() as example:\n", " a = pm.Normal(\"a\", mu=0, sigma=5)\n", " b = pm.HalfNormal(\"b\", sigma=1)\n", " s = pm.Simulator(\"s\", normal_sim, params=(a, b), sum_stat=\"sort\", epsilon=1, observed=data)\n", "\n", " idata = pm.sample_smc()\n", " idata.extend(pm.sample_posterior_predictive(idata))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Judging by `plot_trace` the sampler did its job very well, which is not surprising given this is a very simple model. Anyway, it is always reassuring to look at a flat rank plot :-)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, kind=\"rank_vlines\");" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meansdhdi_3%hdi_97%
a0.0010.044-0.0780.086
b0.9560.0380.8851.026
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97%\n", "a 0.001 0.044 -0.078 0.086\n", "b 0.956 0.038 0.885 1.026" ] }, "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": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_ppc(idata, num_pp_samples=500);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lotka–Volterra\n", "\n", "The Lotka-Volterra is well-know biological model describing how the number of individuals of two species change when there is a predator/prey interaction (A Biologist’s Guide to Mathematical Modeling in Ecology and Evolution,Otto and Day, 2007). For example, rabbits and foxes. Given an initial population number for each species, the integration of this ordinary differential equations (ODE) describes curves for the progression of both populations. This ODE's takes four parameters:\n", "\n", "* a is the natural growing rate of rabbits, when there's no fox.\n", "* b is the natural dying rate of rabbits, due to predation.\n", "* c is the natural dying rate of fox, when there is no rabbit.\n", "* d is the factor describing how many caught rabbits let create a new fox.\n", "\n", "Notice that there is nothing intrinsically especial about SMC-ABC and ODEs. In principle a simulator can be any piece of code able to generate fake data given a set of parameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from scipy.integrate import odeint\n", "\n", "# Definition of parameters\n", "a = 1.0\n", "b = 0.1\n", "c = 1.5\n", "d = 0.75\n", "\n", "# initial population of rabbits and foxes\n", "X0 = [10.0, 5.0]\n", "# size of data\n", "size = 100\n", "# time lapse\n", "time = 15\n", "t = np.linspace(0, time, size)\n", "\n", "# Lotka - Volterra equation\n", "def dX_dt(X, t, a, b, c, d):\n", " \"\"\"Return the growth rate of fox and rabbit populations.\"\"\"\n", "\n", " return np.array([a * X[0] - b * X[0] * X[1], -c * X[1] + d * b * X[0] * X[1]])\n", "\n", "\n", "# simulator function\n", "def competition_model(rng, a, b, size=None):\n", " return odeint(dX_dt, y0=X0, t=t, rtol=0.01, args=(a, b, c, d))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the simulator function we will obtain a dataset with some noise added, for using it as observed data." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# function for generating noisy data to be used as observed data.\n", "def add_noise(a, b):\n", " noise = np.random.normal(size=(size, 2))\n", " simulated = competition_model(None, a, b) + noise\n", " return simulated" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotting observed data.\n", "observed = add_noise(a, b)\n", "_, ax = plt.subplots(figsize=(12, 4))\n", "ax.plot(observed[:, 0], \"x\", label=\"prey\")\n", "ax.plot(observed[:, 1], \"x\", label=\"predator\")\n", "ax.set_xlabel(\"time\")\n", "ax.set_ylabel(\"population\")\n", "ax.set_title(\"Observed data\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with the first example, instead of specifying a likelihood function, we use `pm.Simulator()`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing SMC sampler...\n", "Sampling 4 chains in 4 jobs\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [100/100 00:00<00:00 Stage: 6 Beta: 1.000]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " " ] } ], "source": [ "with pm.Model() as model_lv:\n", " a = pm.HalfNormal(\"a\", 1.0)\n", " b = pm.HalfNormal(\"b\", 1.0)\n", "\n", " sim = pm.Simulator(\"sim\", competition_model, params=(a, b), epsilon=10, observed=observed)\n", "\n", " idata_lv = pm.sample_smc()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata_lv, kind=\"rank_vlines\");" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(idata_lv);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot results\n", "_, ax = plt.subplots(figsize=(14, 6))\n", "posterior = idata_lv.posterior.stack(samples=(\"draw\", \"chain\"))\n", "ax.plot(observed[:, 0], \"o\", label=\"prey\", c=\"C0\", mec=\"k\")\n", "ax.plot(observed[:, 1], \"o\", label=\"predator\", c=\"C1\", mec=\"k\")\n", "ax.plot(competition_model(None, posterior[\"a\"].mean(), posterior[\"b\"].mean()), linewidth=3)\n", "for i in np.random.randint(0, size, 75):\n", " sim = competition_model(None, posterior[\"a\"][i], posterior[\"b\"][i])\n", " ax.plot(sim[:, 0], alpha=0.1, c=\"C0\")\n", " ax.plot(sim[:, 1], alpha=0.1, c=\"C1\")\n", "ax.set_xlabel(\"time\")\n", "ax.set_ylabel(\"population\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", "\n", "martin2021bayesian\n", ":::" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue May 31 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.7\n", "IPython version : 8.3.0\n", "\n", "sys : 3.9.7 (default, Sep 16 2021, 13:09:58) \n", "[GCC 7.5.0]\n", "numpy : 1.21.5\n", "arviz : 0.12.0\n", "pymc : 4.0.0b6\n", "matplotlib: 3.5.1\n", "\n", "Watermark: 2.3.0\n", "\n" ] } ], "source": [ "%watermark -n -u -v -iv -w" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "interpreter": { "hash": "d4ca51fc2fdee62b1a00ff5126f64ae66836e25d3ba6f45d8551026256283997" }, "kernelspec": { "display_name": "Python 3.9.7 ('base')", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }