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CS146 - Convergence of importance sampling
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Importance sampling revisited\n",
"\n",
"In the previous session, you saw the posterior distribution below for estimating the unknown mean and standard deviation in a Gaussian mixture model. [See the previous pre-class work](https://gist.github.com/cscheffler/b0a31f9a2749804ac1268d9ab20ffa7f) for the model details, if you need to refresh your memory.\n",
"\n",
"$$p(\\mu, \\sigma\\,|\\,\\{x\\}) \\propto \\underbrace{\\Bigg.\\text{Normal}(\\mu\\,|\\,0, 5^2)\\,\\text{Gamma}(\\sigma\\,|\\,2, 1)}_{\\text{prior}}\\, \\underbrace{\\prod_{i=1}^{20} \\big[0.7\\text{Normal}(x_i\\,|\\,0,4^2) + 0.3\\text{Normal}(x_i\\,|\\,\\mu,\\sigma^2)\\big]}_{\\text{likelihood}}$$\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy.stats as sts\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# The data set from the model specification\n",
"data = np.array([\n",
" -4.127935, -2.152332, 3.046302, -10.77442, -6.985155, 5.536106, 1.294746,\n",
" 7.638998, -5.650118, -4.478067, -0.4551435, -3.969413, -0.4225518, -2.462094,\n",
" 1.886675, 3.095567, 4.310003, 3.305034, 0.8548273, 4.368213])\n",
"\n",
"def unnormalized_posterior(mu, sigma, data):\n",
" '''\n",
" The unnormalized posterior pdf over μ and σ. The pdf depends on the\n",
" parameters, `mu` and `sigma`, as well as the `data`.\n",
" '''\n",
" data = data.reshape((-1,1)) # Make the data a column vector\n",
" return (\n",
" sts.gamma.pdf(sigma, a=2, scale=1) *\n",
" sts.norm.pdf(mu, loc=0, scale=5) *\n",
" np.prod(\n",
" 0.7 * sts.norm.pdf(data, loc=0, scale=4) +\n",
" 0.3 * sts.norm.pdf(data, loc=mu, scale=np.where(sigma <= 0, 1e-3, sigma)),\n",
" axis=0))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x648 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot of the unormalized posterior using a 2-d contour plot.\n",
"plot_mu_range = [-12, 12]\n",
"plot_sigma_range = [0, 7]\n",
"\n",
"grid_size = 300\n",
"mu = np.linspace(plot_mu_range[0], plot_mu_range[1], grid_size)\n",
"sigma = np.linspace(plot_sigma_range[0], plot_sigma_range[1], grid_size)\n",
"mu_grid, sigma_grid = np.meshgrid(mu, sigma)\n",
"posterior = unnormalized_posterior(\n",
" mu_grid.flat[:], sigma_grid.flat[:], data).reshape((grid_size, grid_size))\n",
"\n",
"plt.figure(figsize=(10, 9))\n",
"filled = plt.contourf(mu, sigma, posterior, 11, cmap=plt.cm.YlOrRd_r)\n",
"lines = plt.contour(mu, sigma, posterior, 11, colors='black')\n",
"plt.title('Unnormalized posterior over μ and σ.')\n",
"plt.xlabel('μ')\n",
"plt.ylabel('σ')\n",
"color_bar = plt.colorbar(filled)\n",
"color_bar.add_lines(lines)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In class, we computed some expected values using importance sampling and saw that choosing a good proposal distribution is not necessarily straightforward. How can we monitor convergence of the importance sampling method, and how do we even know if we are converging to the right solution?\n",
"\n",
"In this notebook we look at 2 proposal distributions for the task of computing the expected value $E[\\sigma^2]$ under the posterior distribution. The first proposal distribution is provided for you below as a demonstration. Your task (see further down) is to do importance sampling with a second proposal distribution, and to compare the two proposals.\n",
"\n",
"## Proposal distribution 1: Bimodal\n",
"\n",
"This proposal distribution is designed to put most of its probability mass on the two major peaks seen in the posterior.\n",
"\n",
"We generate samples from the distribution and display them on the contour plot."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Proposal distribution: Bimodal. A mixture of two normal distributions over mu\n",
"# with means at -4 and 4. A single normal distribution over sigma.\n",
"\n",
"# Probability density function of the bimodal proposal distribution\n",
"def bimodal_pdf(mu, sigma):\n",
" return (\n",
" (\n",
" 0.5 * sts.norm.pdf(mu, loc=4, scale=1.5) +\n",
" 0.5 * sts.norm.pdf(mu, loc=-4, scale=1.5)) *\n",
" sts.norm.pdf(sigma, loc=1.5, scale=0.75))\n",
"\n",
"# Generate samples from the bimodal proposal distribution\n",
"def bimodal_rvs(size):\n",
" # Sample a vector of 0s and 1s, for picking from which normal to sample mu.\n",
" selector = sts.bernoulli.rvs(0.5, size=size) \n",
" mu_samples = (\n",
" selector * sts.norm.rvs(loc=4, scale=1.5, size=size) +\n",
" (1-selector) * sts.norm.rvs(loc=-4, scale=1.5, size=size))\n",
"\n",
" # Repeatedly sample sigmas until they are all greater than 0.\n",
" sigma_samples = np.zeros(size)\n",
" while True:\n",
" not_positive = sigma_samples <= 0\n",
" how_many = sum(not_positive)\n",
" if how_many == 0:\n",
" break\n",
" sigma_samples[not_positive] = sts.norm.rvs(loc=1.5, scale=0.75, size=how_many)\n",
"\n",
" return {\n",
" 'mu': mu_samples,\n",
" 'sigma': sigma_samples}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Generate samples\n",
"num_samples = 100000\n",
"proposal_distribution = bimodal_pdf\n",
"proposal_samples = bimodal_rvs(num_samples)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot of the samples on the level plot\n",
"plt.figure(figsize=(11, 10))\n",
"filled = plt.contourf(mu, sigma, posterior, 11, cmap=plt.cm.YlOrRd_r)\n",
"lines = plt.contour(mu, sigma, posterior, 11, colors='black')\n",
"plt.plot(proposal_samples['mu'], proposal_samples['sigma'], '.', color='#1f77b4', alpha=0.1)\n",
"plt.title('Unnormalized posterior over μ and σ.')\n",
"plt.xlabel('μ')\n",
"plt.ylabel('σ')\n",
"color_bar = plt.colorbar(filled)\n",
"color_bar.add_lines(lines)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, to do importance sampling, we calculate the weights associated with each of these samples as the ratio between the true (unnormalized) pdf and the proposal pdf — $w_i = p(\\mu_i, \\sigma_i) / q(\\mu_i, \\sigma_i).$"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Calculate the importance weights, p(sample) / q(sample)\n",
"p_values = unnormalized_posterior(proposal_samples['mu'], proposal_samples['sigma'], data)\n",
"q_values = proposal_distribution(proposal_samples['mu'], proposal_samples['sigma'])\n",
"weights = p_values / q_values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since we want to approximate $E[\\sigma^2]$ we use the weights and the $\\sigma$ part of our samples from the proposal distribution to calculate the approximation.\n",
"\n",
"$$E[\\sigma^2] \\approx \\dfrac{\\sum_i w_i f(\\sigma_i)}{\\sum_i w_i} \\text{ with } f(\\sigma) = \\sigma^2$$\n",
"\n",
"We also use the partial sums to plot the convergence of the estimator above as the number of samples, $n$, goes from 1 to 100,000."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimate for σ² with 100000 samples: 7.10032802104134\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f_values = proposal_samples['sigma'] ** 2\n",
"estimate = np.sum(f_values * weights) / np.sum(weights)\n",
"print('Estimate for σ² with', num_samples, 'samples:', estimate)\n",
"\n",
"convergence = np.cumsum(f_values * weights) / np.cumsum(weights)\n",
"plt.figure(figsize=(12, 6))\n",
"plt.plot(convergence, 'k-', label='estimate from n samples')\n",
"plt.axhline(estimate, color='red', label='final estimate')\n",
"plt.title('Convergence of estimate as a function of the number of samples')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proposal distribution 2: Broad Gaussian distribution\n",
"\n",
"Below is the definition of a very different proposal distribution. This one does not try and place most of its probability mass near the peaks of the posterior distribution. Rather, it is a broad Gaussian distribution that tries to cover most of the area (most of the $\\mu$ and $\\sigma$ values) where the posterior seems to have any amount of mass.\n",
"\n",
"### Task\n",
"\n",
"Repeat the steps that were followed above, for the first proposal distribution.\n",
"\n",
" 1. Use this proposal distribution to generate samples.\n",
" 2. Plot the samples on the contour plot to see which parts of the posterior distribution are targeted by the proposal distribution.\n",
" 3. Calculate the importance weights and estimate $E[\\sigma^2]$.\n",
" 4. Comment on the results and compare the results from the two proposal distributions.\n",
" 5. Which proposal distribution converges more quickly for this estimate?\n",
" 6. Which proposal distribution do you think is more accurate and why?\n",
" 7. Comment on how we should go about selecting a good proposal distribution.\n",
"\n",
"Complete your work in this notebook, including all plots, results, and answers to each of the questions above. Be ready to paste a link to your notebook into a poll.\n",
"\n",
"We build on this activity in class."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Proposal distribution: Broad Gaussian. A single normal distribution\n",
"# over mu and a single normal distribution over sigma.\n",
"\n",
"# Probability density function of the broad Gaussian proposal distribution.\n",
"def broad_pdf(mu, sigma):\n",
" # Probability density function of the broad Gaussian proposal distribution.\n",
" return (\n",
" sts.norm.pdf(mu, loc=0, scale=4) *\n",
" sts.norm.pdf(sigma, loc=4, scale=2.5))\n",
"\n",
"# Generate samples from the broad Gaussian proposal distribution.\n",
"def broad_rvs(size):\n",
" mu_samples = sts.norm.rvs(loc=0, scale=4, size=size)\n",
" sigma_samples = sts.norm.rvs(loc=4, scale=2.5, size=size)\n",
" return {\n",
" 'mu': mu_samples,\n",
" 'sigma': sigma_samples}"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# 1. Generate samples\n",
"num_samples = 100000\n",
"proposal_distribution = broad_pdf\n",
"proposal_samples = broad_rvs(num_samples)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 2.\n",
"plot_mu_range = [-20, 20]\n",
"plot_sigma_range = [-10, 17]\n",
"\n",
"grid_size = 1000\n",
"mu = np.linspace(plot_mu_range[0], plot_mu_range[1], grid_size)\n",
"sigma = np.linspace(plot_sigma_range[0], plot_sigma_range[1], grid_size)\n",
"mu_grid, sigma_grid = np.meshgrid(mu, sigma)\n",
"posterior = unnormalized_posterior(\n",
" mu_grid.flat[:], sigma_grid.flat[:], data).reshape((grid_size, grid_size))\n",
"\n",
"plt.figure(figsize=(11, 10))\n",
"filled = plt.contourf(mu, sigma, posterior, 11, cmap=plt.cm.YlOrRd_r)\n",
"lines = plt.contour(mu, sigma, posterior, 11, colors='black')\n",
"plt.plot(proposal_samples['mu'], proposal_samples['sigma'], '.', color='#1f77b4', alpha=0.1)\n",
"plt.title('Unnormalized posterior over μ and σ.')\n",
"plt.xlabel('μ', fontsize = 12)\n",
"plt.ylabel('σ', fontsize = 12)\n",
"color_bar = plt.colorbar(filled)\n",
"color_bar.add_lines(lines)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# 3.\n",
"p_values = unnormalized_posterior(proposal_samples['mu'], proposal_samples['sigma'], data)\n",
"q_values = proposal_distribution(proposal_samples['mu'], proposal_samples['sigma'])\n",
"weights = p_values / q_values"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimate for σ² with 100000 samples: 10.7156\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 4.\n",
"f_values = proposal_samples['sigma'] ** 2\n",
"estimate = np.sum(f_values * weights) / np.sum(weights)\n",
"print(f'Estimate for σ² with {num_samples} samples: {estimate:.4f}')\n",
"\n",
"convergence = np.cumsum(f_values * weights) / np.cumsum(weights)\n",
"plt.figure(figsize=(12, 6))\n",
"plt.plot(convergence, 'k-', label='estimate from n samples')\n",
"plt.axhline(estimate, color='red', label='final estimate')\n",
"plt.title('Convergence of estimate as a function of the number of samples')\n",
"plt.xlabel('Number of samples', fontsize = 12)\n",
"plt.ylabel(fr'$\\hat\\sigma^2$', fontsize = 12)\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Comment on the results and compare the results from the two proposal distributions.\n",
"At first glance, the samples from both proposal distributions seem to follow the posterior to very different degrees; the bimodal proposal looks like it follows the posterior more closely, but the weights associated with each sample are the most important determinant of the quality of the proposal; the approximation of $\\sigma^2$ converges much more quickly under the broad pdf than under the bimodal one.\n",
"\n",
"#### Which proposal distribution converges more quickly for this estimate?\n",
"As we can see from the plot above, the broad proposal distribution had $\\sigma^2$ converge much more quickly than the first, bimodal proposal distribution. The estimates themselves also varied significantly (more than 3 squared-units), with the broad proposal providing the a larger variance estimate.\n",
"\n",
"#### Which proposal distribution do you think is more accurate and why?\n",
"The broad proposal samples cover virtually all of the epsilon-positive values of the posterior distribution, and so it might assign weights more appropriately since it captures features of the posterior such as the upper curve we see. Thus, I would expect it to be more accurate than the bimodal distribution, that seems to miss that part of the posterior entirely.\n",
"\n",
"#### Comment on how we should go about selecting a good proposal distribution.\n",
"To choose a good proposal, we must consider the values of the function we want to estimate from importance sampling. Thus, we should have a proposal that covers any 'most relevant' values of the random variable, according to the value of the target function at those points."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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