{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Approximate Bayesian Computation: Likelihood-free rejection sampling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Florent Leclercq,
\n",
"Institut d'Astrophysique de Paris,
\n",
"florent.leclercq@iap.fr"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"init_cell": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.stats import norm, invgamma, gaussian_kde\n",
"from matplotlib import pyplot as plt\n",
"from cycler import cycler\n",
"np.random.seed(123457)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams.update({'lines.linewidth': 2})\n",
"colors=[plt.cm.Set2(i) for i in np.linspace(0, 1, 8)]\n",
"plt.rcParams.update({'axes.prop_cycle': cycler('color', colors)})\n",
"plt.rcParams.update({'text.usetex': True})\n",
"plt.rcParams.update({'text.latex.preamble': r\"\\usepackage{amsmath}\\usepackage{upgreek}\"})\n",
"plt.rcParams.update({'font.family': 'serif'})\n",
"plt.rcParams.update({'font.size': 15})\n",
"dir=\"./plots/ABC_rejection/\"\n",
"!mkdir -p $dir"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generate data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this notebook we try to infer the unknown variance $\\sigma^2$ of a zero-mean Gaussian distribution.\n",
"\n",
"The data are $N_\\mathrm{samp}$ samples from that distribution."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"Nsamp=100"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"groundtruth=2.\n",
"likelihood=norm(loc=0.,scale=np.sqrt(groundtruth))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"(dmin,dmax)=(-5,5)\n",
"data=likelihood.rvs(size=Nsamp)\n",
"lh_data=likelihood.pdf(data)\n",
"x_arr=np.arange(dmin,dmax,(dmax-dmin)/100.)\n",
"f_arr=likelihood.pdf(x_arr)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"plt.xlim([dmin,dmax])\n",
"plt.plot(x_arr,f_arr,color='C3',label=\"likelihood\")\n",
"markerline, stemlines, baseline = plt.stem(data,lh_data,linefmt='-k',markerfmt='k.',label=\"data\")\n",
"baseline.set_visible(False)\n",
"plt.title(\"Likelihood and data\")\n",
"plt.legend()\n",
"plt.ylim(bottom=0.)\n",
"plt.savefig(dir+'likelihood_data.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'likelihood_data.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analytic solution"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Inverse Gamma distribution is conjugate prior for the unknown mean of a Gaussian process.\n",
"If the prior is $p(\\sigma^2)=\\mathrm{Inv\\Gamma}(\\alpha,\\beta)$, then the posterior is\n",
"$p(\\sigma^2|d)=\\mathrm{Inv\\Gamma}(\\alpha',\\beta')$ with\n",
"\\begin{equation}\n",
"\\alpha'=\\alpha + \\frac{N_\\mathrm{samp}}{2} \\quad \\mathrm{and} \\quad \\beta'=\\beta+\\frac{1}{2} \\sum_k d_k^2 .\n",
"\\end{equation}"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"alpha=60\n",
"beta=130\n",
"prior=invgamma(alpha,loc=0,scale=beta)\n",
"alphaprime=alpha+Nsamp/2\n",
"betaprime=beta+1/2.*np.sum(data**2)\n",
"posterior=invgamma(alphaprime,loc=0,scale=betaprime)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a=1\n",
"b=4\n",
"x=np.arange(a,b,0.01)\n",
"plt.figure(figsize=(10,6))\n",
"plt.xlim([a,b])\n",
"plt.xlabel(\"$\\sigma^2$\")\n",
"plt.ylim([0,1.2])\n",
"plt.plot([groundtruth,groundtruth],[0,1.2],linestyle='--',color='black',label=\"groundtruth\")\n",
"plt.plot(x,prior.pdf(x)/prior.pdf(x).max(),label=\"prior\")\n",
"plt.plot(x,posterior.pdf(x)/posterior.pdf(x).max(),label=\"posterior\")\n",
"plt.legend()\n",
"plt.title(\"Prior and analytic posterior\")\n",
"plt.savefig(dir+'analytic_solution.pdf',dpi=300,bbox_inches=\"tight\",transparent=True)\n",
"plt.savefig(dir+'analytic_solution.png',dpi=300,bbox_inches=\"tight\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Likelihood-free rejection sampling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Given a parameter $\\sigma^2$ drawn from the prior, the simulator generates $N_\\mathrm{samp}$ samples\n",
"from a Gaussian with mean $0$ and variance $\\sigma^2$.\n",
"The distance between a simulation $s$ and real data $d$ is\n",
"\\begin{equation}\n",
"D(s,d)=\\sqrt{\\left[S(s)-S(k)\\right]^2},\n",
"\\end{equation}\n",
"where $S$ is a summary statistic of $s$ or $d$."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def simulator(var):\n",
" return norm(loc=0.,scale=np.sqrt(var)).rvs(size=Nsamp)\n",
"def distance(sim_ss,data_ss):\n",
" return np.sqrt(np.sum((sim_ss-data_ss)**2))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"Ntries=10000"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sufficient summary statistics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We first try a sufficient summary statistic: the estimated variance in this case"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# sufficient summary statistics\n",
"def sufficient_summary_stat(data):\n",
" return np.var(data)\n",
"data_ss=sufficient_summary_stat(data)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.049693396735127"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_ss"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for epsilon in [0.5,0.4,0.3,0.2,0.1]:\n",
" # likelihood-free rejection sampler\n",
" # note that we never call the likelihood function!\n",
" samples=[]\n",
" for this_try in range(Ntries):\n",
" this_var = prior.rvs(size=1)\n",
" this_sim = simulator(this_var)\n",
" this_ss = sufficient_summary_stat(this_sim)\n",
" if(distance(this_ss,data_ss)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for epsilon in [0.5,0.4,0.3,0.2,0.1]:\n",
" # likelihood-free rejection sampler\n",
" # note that we never call the likelihood function!\n",
" samples=[]\n",
" for this_try in range(Ntries):\n",
" this_var = prior.rvs(size=1)\n",
" this_sim = simulator(this_var)\n",
" this_ss = insufficient_summary_stat(this_sim)\n",
" if(distance(this_ss,data_ss)