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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": 9,
"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": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimate for σ² with 100000 samples: 7.321606970811161\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": 11,
"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": 12,
"metadata": {},
"outputs": [],
"source": [
"# Generate samples\n",
"num_samples = 100000\n",
"proposal_distribution = broad_pdf\n",
"proposal_samples = broad_rvs(num_samples)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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": "code",
"execution_count": 14,
"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": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Estimate for σ² with 100000 samples: 10.798839350781462\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": [
"### 4. Comment on the results and compare the results from the two proposal distributions.\n",
"\n",
"On the first one we got a variance around 7; and ~10 on the second one.\n",
"\n",
"Taking their square root we have sd = 2.6; 3.1 respectively.\n",
"\n",
" \n",
"### 5. Which proposal distribution converges more quickly for this estimate?\n",
"\n",
"The second proposal converges quickly.\n",
"\n",
"### 6. Which proposal distribution do you think is more accurate and why?\n",
"\n",
"I think that the first one is more accurate because if we look into our posterior \n",
"we can see that SD (on its peak) is below 2. \n",
"\n",
"### 7. Comment on how we should go about selecting a good proposal distribution.\n",
"\n",
"We need to follow a process similar to the one we used to generate the first proposal. Where we \n",
"have a proposal distribution that will give more likelihood of selecting values that are in\n",
"areas that have a high likelihood of happening, and selecting less values in areas with low likelihood.\n"
]
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