{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MCMC: Gibbs sampling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Florent Leclercq,
\n",
"Imperial Centre for Inference and Cosmology, Imperial College London,
\n",
"florent.leclercq@polytechnique.org"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy.integrate import quad\n",
"from scipy.stats import norm, gamma\n",
"from matplotlib import mlab as mlab\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import gridspec\n",
"from matplotlib.ticker import NullFormatter\n",
"from cycler import cycler\n",
"np.random.seed(123456)\n",
"%matplotlib inline\n",
"plt.rcParams.update({'lines.linewidth': 2})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The target pdf"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def target_joint(x,y):\n",
" return x*x * np.exp(-x*y*y -y*y +2.*y -4.*x)\n",
"def target_marginal_x(x):\n",
" return x*x/np.sqrt(x+1) * np.exp(-4.*x -1./(x+1.))\n",
"def target_marginal_y(y):\n",
" return np.exp(-y*y+2.*y) / (y*y+4.)**3\n",
"def target_conditional_given_y(y):\n",
" return gamma(a=3., scale=1./(y*y+4.))\n",
"def target_conditional_x_given_y(x,y):\n",
" return target_conditional_given_y(y).pdf(x)\n",
"def target_conditional_given_x(x):\n",
" return norm(loc=1./(x+1.), scale=np.sqrt(1./(2.*(x+1.))))\n",
"def target_conditional_y_given_x(y,x):\n",
" return target_conditional_given_x(x).pdf(y)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Normalization of the marginals\n",
"Nx=quad(target_marginal_x,0.0001,100.)[0]\n",
"Ny=quad(target_marginal_y,-100.,100.)[0]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Marginals and conditionals peaking at one\n",
"def target_marginal_xN(x):\n",
" return target_marginal_x(x)/target_marginal_x(x).max()\n",
"def target_marginal_yN(y):\n",
" return target_marginal_y(y)/target_marginal_y(y).max()\n",
"def target_conditional_x_given_yN(x,y):\n",
" return target_conditional_x_given_y(x,y)/target_conditional_x_given_y(x,y).max()\n",
"def target_conditional_y_given_xN(y,x):\n",
" return target_conditional_y_given_x(y,x)/target_conditional_y_given_x(y,x).max()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"xmin=0.\n",
"xmax=2.\n",
"ymin=-1.\n",
"ymax=2.5\n",
"x=np.linspace(xmin,xmax,1000)\n",
"y=np.linspace(ymin,ymax,1000)\n",
"X,Y=np.meshgrid(x,y)\n",
"Z=target_joint(X,Y)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
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