{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": [ "# Chapter 4: Bayesian inference\n", "## The steps of Bayesian inference\n", "To make inferences ('conclusions reached on the basis of evidence and reasoning') about a hypothesis or unknown parameters, Bayesian inference can be used. Bayesian inference is the method of statistical inference, that uses Bayes theorem, to update the probability estimate about the hypothesis or unknown parameters. This process follows three steps:\n", "\n", "### Step 1: Choose a prior \n", "This first step of Bayesian inference requires choosing a so called **prior** (or prior probability distribution/density). The prior represents the initial belief about the hypothesis or the possible values of the parameters before observing the **data y**. Imagine if we want to predict the weather for tomorrow, our prior can consist of the weather's data from the last few days. During this chapter, we will give the priors needed for examples. In [**Chapter 5**](https://bayesian-statistics-for-astrophysics-2024.readthedocs.io/en/latest/lecture_notes/group5/group5.html#) more information about priors; how to choose them and how to use them in an analytical manner will be explained. \n", "\n", "This prior is defined as **p (** $\\theta$ **| x)**. Here $\\theta$ is the unknown parameter we want to make inferences about and **x** is data given a different hypothesis and parameter values. \n", "\n", "### Step 2: Choose a statistical model\n", "We need to choose a generative model about the observed data given the data x. This model is then defined by y $\\sim$ p ( $\\theta$ , x). By doing this, we determine the **likelihood:** $\\mathcal{L}$ **(y |** $\\theta$ **, x)**. In our example of determining the weather for tomorrow, we can see the likelihood like this: If it's cloudy today, the likelihood would quantify how much this piece of evidence supports or contradicts our prior belief about the weather. \n", "\n", "### Step 3: Calculate the posterior density\n", "The final step of Bayesian inference consists of updating the prior of step 1 by using the found likelihood in step 2. By combining the prior and likelihood, we obtain the **posterior density**. The posterior density is defined as: Posterior $\\propto$ Prior x Likelihood. Or written in the prior (p ( $\\theta$ | x)) and likelihood ($\\mathcal{L}$ (y | $\\theta$ , x )) we determined in respectively **steps 1 & 2**:\n", "\n", "\\begin{equation}\n", "p ( \\theta | y , x) \\propto p ( \\theta | x) \\cdot \\mathcal{L} (y | \\theta , x) \\tag{4.1}\n", "\\end{equation}\n", "\n", "We can calculate the posterior p ( $\\theta$ | y , x) by applying **Bayes theorem**, which we defined in [**Chapter 3**](https://bayesian-statistics-for-astrophysics-2024.readthedocs.io/en/latest/lecture_notes/group3/chapter3.html) as P(A | B) = $\\frac{P ( B | A ) P ( A )}{P ( B )}$." ], "id": "8a629051e5137f99" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Visual example\n", "Imagine a doctor wants to diagnose a patient for a rare disease. A research found that 1 out of 1000 people have this disease (so 0.1% of the population). \n", "The doctor created a test to find out if his patient has the disease. It is determined that the test is 99% accurate if the patient has the disease and gives out a false positive 5% of the times. After testing the patient, the test gives a positive result (this is the data y that we can observe). Now it is up to us to determine the probability of the patient actually having the disease. \n", "\n", "By using Bayesian inference, we can update our prior estimate that the probability of the patient having the disease is 0.1%. We do this by using the given data x about the test to create a likelihood. With this prior and the found likelihood, we can then determine the posterior and posterior probability using Bayes Theorem. See how this is done in the code below. Try to see if you understand the steps we take!" ], "id": "9137290b9c2ee779" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:49:06.110264700Z", "start_time": "2024-12-20T00:49:05.523947700Z" } }, "cell_type": "code", "source": [ "# -------------------- Visual example --------------------\n", "import numpy as np\n", "\n", "# Step 1: Prior\n", "Prior_Disease = 0.001 # The probability for the patient having the disease is 0.1%. (P(Disease) = 0.001)\n", "Prior_NoDisease = 1-Prior_Disease # The probability for the patient not having the disease is 99.9%. (P(No Disease) = 0.999)\n", "\n", "# Step 2: Model and likelihood\n", "Positive_Disease = 0.99 # The probability that if you test positive, you have the disease is 99%. (P(Positive|Disease) = 0.99)\n", "Positive_NoDisease = 0.05 # The probability that if you test positive, you don't have the disease (false positive) is 5%. (P(Positive|No Disease) = 0.05)\n", "Positive = (Positive_Disease * Prior_Disease) + (Positive_NoDisease * Prior_NoDisease) # The probability of having a positive test.\n", "\n", "# Step 3: Posterior probability\n", "# Computing this by using Bayes' theorem : P(Disease|Positive) = (P(Positive|Disease)*P(Disease)) / P(Positive)\n", "Disease_Positive = (Positive_Disease*Prior_Disease)/Positive # The probability that you have the disease if you test positive.\n", "\n", "# This gives us the following result:\n", "print(\"The posterior probability of the patient having the disease if they test positive is\", (np.round(Disease_Positive,4))*100,\n", " \"%, while initially the chances of the patient having the disease was\", (np.round(Prior_Disease,3))*100,\"%.\")" ], "id": "dae1bcd050f654e7", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The posterior probability of the patient having the disease if they test positive is 1.94 %, while initially the chances of the patient having the disease was 0.1 %.\n" ] } ], "execution_count": 13 }, { "metadata": {}, "cell_type": "markdown", "source": "This is ofcourse a very small probability. If this feels weird, just remember that the chances of having the disease are small and that the false positivity of the test impacts the probability significantly as well. Also check for yourself if you can spot all the variables we introduced in the explanation above and if you understand why each of the steps are taken. If you feel comfortable with this example, then it is time to dive deeper into Bayesian inference and get astrophysical! ", "id": "195dddeae2ff0e14" }, { "cell_type": "markdown", "source": [ "## Grid search\n", "\n", "Bayesian inference is usually used in astrophysical research to determine parameters in a model. So for example, there is data on an astronomical object and you want to fit a model to the data. For that fit you need to find the best fitting parameters to the model. When using Bayesian inference to solve this problem you go through the steps of Bayesian inference as stated in the beginning of the chapter. At step 2 you have to choose a statistical model in order to calculate a likelihood as described in [**Chapter 1**](https://bayesian-statistics-for-astrophysics-2024.readthedocs.io/en/latest/lecture_notes/group1/Chapter%201.html).\n", "\n", "There are multiple methods of determining the best fit of the parameters. One of these methods is the grid search and another method will be described in [**Chapter 6**](https://bayesian-statistics-for-astrophysics-2024.readthedocs.io/en/latest/lecture_notes/group6/Chapter%206.html). To perform a grid search a coarse grid of all possible values of the unknown parameters has to be made. Then using the posterior found in step 3 of Bayesian inference, the posterior probability of each possible value of the unknown parameter can be calculated. If there are multiple unknown parameters, each combination of possible values needs to be considered. This calculated posterior can now be used to slim down the ranges of possible values of the unknown parameters as the true value of the parameters should be close to the value that corresponds with the maximum of the posterior. Now a finer grid can be made and with that the posterior can be calculated again. The values of the parameters corresponding to the maximum of the posterior from that grid will be considered the best fit parameters of the model. Making a coarse and fine grid can save computation time. The method described here will be used in the examples in this chapter. \n", "\n" ], "metadata": { "collapsed": false }, "id": "d3622adf1618bc75" }, { "cell_type": "markdown", "source": [ "## Simple astrophysical example \n", "A common type of distribution found in astrophysics is a Poisson distribution as it a discrete distribution and photon counts are discrete. The brightness of high energy sources can be described with a Poisson distribution, so for this example we will use a Poisson distribution to determine the average brightness of a pulsar. We will use the following equation: \n", "\n", "\\begin{equation*}\n", "P\\left( k \\right) = \\frac{{e^{ - \\lambda } \\lambda ^k }}{{k!}} \n", "\\end{equation*}\n", "\n", "Here $\\lambda$ is the expected rate of occurrences and $k$ is the number of occurrences. \n", "In this example we choose a flat/uniform prior, which means that we assume all $\\lambda$ values are equally likely. This is done for simplicity of the example, more complicated priors will be explained in [**Chapter 5**](https://bayesian-statistics-for-astrophysics-2024.readthedocs.io/en/latest/lecture_notes/group5/group5.html#). \n", "\n", "\n" ], "metadata": { "collapsed": false }, "id": "6646ffbc416ea866" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:49:06.556634600Z", "start_time": "2024-12-20T00:49:05.555204700Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.special import factorial\n", "plt.style.use(\"seaborn-v0_8-colorblind\")\n", "\n", "# True mean photon count rate (λ) of the light source\n", "true_lambda = 5# True photon count rate (per unit time)\n", "num_observations = 100 # Number of time intervals\n", "np.random.seed(12169)\n", "\n", "# Simulate photon counts using a Poisson distribution\n", "observed_counts = np.random.poisson(lam=true_lambda, size=num_observations)\n", "total_observed_counts = np.sum(observed_counts) # Total photon counts\n", "\n", "plt.hist(observed_counts, 15, density=True, label=\"Normalised data\")\n", "plt.title(\"Simulated data\")\n", "plt.xlabel(\"k\")\n", "plt.ylabel(\"Probability mass function\")\n", "plt.legend()\n", "plt.show()\n", "\n", "\n", "# -------------------- Step 1: Define Prior --------------------\n", "\n", "lambda_coarse_grid = np.linspace(0, 10, 50) # Possible λ values between 0.1 and 15\n", "\n", "# Assume all λ values are equally likely\n", "prior = np.ones_like(lambda_coarse_grid) # Flat prior\n" ], "id": "be0eee03eb473db9", "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 14 }, { "cell_type": "markdown", "source": [ "The statistical model will be a Poisson likelihood. We will use the log-likelihood, because we will work with calculations small values. The coarse grid will here be used to calculated all the likelihoods for parameter $\\lambda$." ], "metadata": { "collapsed": false }, "id": "eac4fc04693f4807" }, { "cell_type": "code", "source": [ "# -------------------- Step 2: Define model and Likelihood --------------------\n", "def poisson_pmf(k, lam): \n", " return (lam**k * np.exp(-lam)) / factorial(k)\n", "\n", "k = np.linspace(0.1, 16, 100)\n", "\n", "plt.scatter(k, poisson_pmf(k, 5), label=\"Prior\",alpha=1)\n", "plt.title(\"Example of poisson model for λ=5\")\n", "plt.xlabel(\"K\")\n", "plt.ylabel(\"Probability mass function\")\n", "plt.legend()\n", "plt.show()\n", "\n", "def log_likelihood_poisson(lam, observed):\n", " return (np.sum(-lam +np.log(lam)*observed -np.log(factorial(observed)) ))\n", "\n", "\n", "#Compute log-likelihood for each λ value in the grid\n", "log_likelihoods = np.array([log_likelihood_poisson(lam, observed_counts) for lam in lambda_coarse_grid])\n", "\n" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-12-20T00:49:06.692719700Z", "start_time": "2024-12-20T00:49:05.873962Z" } }, "id": "b164e7df49750c05", "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\marab\\AppData\\Local\\Temp\\ipykernel_10012\\3881526062.py:15: RuntimeWarning: divide by zero encountered in log\n", " return (np.sum(-lam +np.log(lam)*observed -np.log(factorial(observed)) ))\n" ] } ], "execution_count": 15 }, { "cell_type": "code", "source": [ "# -------------------- Step 3: Define posterior probability --------------------\n", "#Posterior ∝ Prior × Likelihood\n", "log_posterior_unnormalized = log_likelihoods + np.log(prior)\n", "\n", "# Normalize the posterior\n", "log_posterior_normalized = log_posterior_unnormalized - np.max(log_posterior_unnormalized)\n", "posterior = np.exp(log_posterior_normalized)\n", "\n", "# MAP (Maximum A Posteriori) estimate\n", "map_index = np.argmax(posterior)\n", "map_lambda = lambda_coarse_grid[map_index]\n", "\n", "plt.scatter(lambda_coarse_grid, posterior, label=\"Posterior\", alpha=0.5)\n", "plt.axvline(map_lambda, color=\"r\", linestyle=\"--\", label=f\"MAP estimate: λ={map_lambda:.2f}\")\n", "plt.axvline(5, color=\"black\", linestyle=\"--\", label=\"True Value of λ\")\n", "plt.title(\"Posterior Distribution of λ \")\n", "plt.xlabel(\"λ \")\n", "plt.ylabel(\"Posterior Probability\")\n", "plt.legend()\n", "\n", "plt.show()\n" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-12-20T00:49:06.692719700Z", "start_time": "2024-12-20T00:49:06.219989800Z" } }, "id": "449b63b0197a2121", "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 16 }, { "cell_type": "markdown", "source": "The posterior that is calculated here can now be used to slim down the ranges of possible values of the unknown parameters. Then a finer grid will be made and a new posterior will be calculated and the maximum posterior estimate will be found, which is our best fit for the parameter $\\lambda$. ", "metadata": { "collapsed": false }, "id": "252a98208caf30ed" }, { "cell_type": "code", "source": [ "lambda_fine_grid = np.linspace(4, 6, 100)\n", "\n", "#Repeating the steps of Bayesian inference\n", "prior_fine = np.ones_like(lambda_fine_grid) \n", "\n", "log_likelihoods_fine = np.array([log_likelihood_poisson(lam, observed_counts) for lam in lambda_fine_grid])\n", "\n", "log_posterior_unnormalized_fine = log_likelihoods_fine + np.log(prior_fine)\n", "\n", "log_posterior_normalized_fine = log_posterior_unnormalized_fine - np.max(log_posterior_unnormalized_fine)\n", "posterior_fine = np.exp(log_posterior_normalized_fine)\n", "\n", "map_index_fine = np.argmax(posterior_fine)\n", "map_lambda_fine = lambda_fine_grid[map_index_fine]\n", "\n", "#Plot results\n", "plt.figure(figsize=(20,15))\n", "plt.subplot(2,2,1)\n", "plt.plot(lambda_fine_grid, prior_fine, label=\"Prior\", alpha=1)\n", "plt.plot(np.linspace(3,4,100),np.zeros(100), c=\"tab:blue\")\n", "plt.plot(np.linspace(6,7,100),np.zeros(100), c=\"tab:blue\")\n", "plt.vlines(4, ymin=0,ymax=1)\n", "plt.vlines(6, ymin=0,ymax=1)\n", "plt.title(\"Prior Distribution of λ \")\n", "plt.xlabel(\"λ \")\n", "plt.ylabel(\"Prior\")\n", "plt.legend()\n", "plt.xlim(3,7)\n", "plt.ylim(-0.1,1.1)\n", "\n", "\n", "plt.subplot(2,2,2)\n", "plt.scatter(lambda_fine_grid, np.exp(log_likelihoods_fine), label=\"Likelihood\", alpha=1)\n", "#plt.axvline(5, color=\"magenta\", linestyle=\"--\", label=\"True Value of λ\")\n", "plt.title(\"Likelihoods of λ grid \")\n", "plt.xlabel(\"λ \")\n", "plt.ylabel(\"Likelihood\")\n", "plt.legend()\n", "\n", "\n", "\n", "plt.subplot(2,2,3)\n", "plt.scatter(lambda_fine_grid, posterior_fine, label=\"Posterior\", alpha=1)\n", "plt.axvline(map_lambda_fine, color=\"r\", linestyle=\"--\", label=f\"MAP estimate: λ={map_lambda_fine:.2f}\")\n", "plt.axvline(5, color=\"black\", linestyle=\"--\", label=\"True Value of λ\")\n", "plt.title(\"Posterior Distribution of λ \")\n", "plt.xlabel(\"λ \")\n", "plt.ylabel(\"Posterior Probability\")\n", "plt.legend()\n", "\n", "plt.show()\n", "print(f\"MAP estimate of λ, so the best fit for λ: {map_lambda_fine:.2f}\")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2024-12-20T00:49:07.454335900Z", "start_time": "2024-12-20T00:49:06.537226200Z" } }, "id": "9148b951a8c6742f", "outputs": [ { "data": { "text/plain": "
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}, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MAP estimate of λ, so the best fit for λ: 4.95\n" ] } ], "execution_count": 17 }, { "cell_type": "markdown", "source": "Now as we have a best fit, we can find a confidence interval on it. We can also improve our posterior if we have additional data. How to do all this will now be explained. ", "metadata": { "collapsed": false }, "id": "284d18e72156857c" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Computation of confidence intervals using a grid search in combination with an updated posterior\n", "Computing confidence intervals using a grid search is a method particularly useful when analytic solutions are unavailable. By evaluating the parameter space, calculating posterior probabilities for every point and deriving credible intervals, we get a confidence interval given the data and prior knowledge such that P[Θ ∈ I | X] = 1 - $\\alpha$ where $\\alpha$ is our confidence level. In this manner it is an analogue to a frequentist confidence interval.\n", "\n", "By first creating a fine grid of plausible values for our parameters and defining a posterior, following bayesian inference, we can compute the value of the posterior in each point. Meaning that every combination of n parameters is used to calculate the posterior giving a hypercube filled with $m_1 \\cdot m_2 \\cdot ... \\cdot m_n$ points (for $m_i$ the total number of chosen grid values).\n", " \n", "\n", "To identify the confidence interval we have two main methods. The equal tail methods consists of looking at the interval [θ(α/2),θ(1−α/2)], which determines the region where all points lay such that the probability for a point to lay in this interval is 1- $\\alpha$. This reflects the true probability the value of our parameter lies in that interval. However, this brings some ambiguity into play. Imagine a simple gaussian distribution. We can construct an $\\alpha$ = 0.5 interval on the left side going from -inf to the mean or an interval on the right side. We can also have the mean in the middle of the interval and symmetrically go to both sides. To solve this ambivalence we try to minimize the length of the interval. Or let the interval be determined by equalling the excluded area on both tail-ends. \n", "\n", "Updating posteriors is what we do when new data is found and this will be done in the next example. When going through the steps of Bayesian inference with the new data, the old data can also be used to further improve the posterior, as was explained in the beginning of the chapter. If $\\mathcal{L}_1$ is the likelihood of the old data and $\\mathcal{L}_2$ it of the new, the likelihoods of the new and old data can be multiplied like so:\n", "\n", "\\begin{equation*}\n", "p ( \\theta | y , x) \\propto p ( \\theta | x) \\cdot \\mathcal{L}_1 (y_1 | \\theta , x) \\cdot \\mathcal{L}_2 (y_2 | \\theta , x) \n", "\\end{equation*}\n", "\n", "In general for multiple old and new data sets: \n", "\n", "\\begin{equation*}\n", "\\mathcal{L}_{tot} (y_1, … ,y_n | \\theta , x) = \\prod_{i=1}^{n} \\mathcal{L} (y_i | \\theta , x)\n", "\\end{equation*}\n", "\n", "Which transforms equation 4.1 into:\n", "\n", "\\begin{equation*}\n", "p ( \\theta | y , x) \\propto p ( \\theta | x) \\cdot \\mathcal{L}_{tot} (y_1, … ,y_n | \\theta , x) \n", "\\end{equation*}\n", "\n", "So here the prior knowledge gets used to inform the posterior probability. \n", "\n", "\n" ], "id": "6177e48e8839cc45" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Complete example\n", "To illustrate Bayesian inference using grid searches to determine confidence intervals and updating said posterior, we will look at the intensity I$_e$ of a galaxy at several radii. It has three parameters of which two are independent. r$_e$ is the scale length for which the r=0 intensity has dropped to half its value, n is the Sersic index controlling the curvature of the profile and b$_n$ is determined by solving the eq. $$\\gamma (2n , bn) = 0.5 \\Gamma(2n)$$ or for n > 0.5 the approximation: $$ b(n) = 2n − \\frac{1}{3} + \\frac{4}{405n} + \\frac{46}{25515n^2}$$\n", "giving the full profile the following form:\n", "$$ \\rho = \\rho_0 \\exp{ \\left[-b_n \\left( \\frac{r}{r_e} \\right)^{\\frac{1}{n}}- 1 \\right]} $$\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "id": "ff3ec2e570b597ee" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:49:08.030534100Z", "start_time": "2024-12-20T00:49:07.453330Z" } }, "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats\n", "from tqdm.notebook import tqdm\n", "import numpy as np\n", "import scipy.optimize as opt\n", "import scipy.special as sp\n", "import matplotlib.pyplot as plt\n", "\n", "# -------------------- Step 1: Simulate SNR density distribution --------------------\n", "np.random.seed(12169237)\n", "\n", "def sersic_profile(r, r_e, n):\n", " \"\"\"Compute the Sérsic profile\"\"\"\n", " b_n = 2 * n - 1/3 +4/(405*n) + 46/(25515*n**2) # Approximation for b_n \n", " rho = np.exp(-b_n * ((r / r_e)**(1/n) - 1))\n", " return rho / np.max(rho) \n", " \n", " \n", "R_max = 1e3\n", "r_range = np.linspace(0,R_max,10000)\n", "\n", "# True parameters\n", "n = np.linspace(0.1,1, 5)\n", "r_e = 350\n", "\n", "plt.figure()\n", "plt.title(\"Sersic Profile for r$_e$ = 350 and several n\")\n", "colors = ['#0173b2', '#de8f05', '#029e73', '#d55e00', '#cc78bc', '#ca9161', '#fbafe4', '#949494', '#ece133', '#56b4e9']\n", "for i in range(len(n)):\n", " plt.plot(r_range, sersic_profile(r_range, r_e, n[i]), label=f\"n = {n[i]}\", c=colors[i])\n", "\n", "plt.xlim(0,R_max)\n", "\n", "plt.xlabel(\"Radial distance (r)\")\n", "plt.ylabel(\"Density\")\n", "plt.legend()\n", "\n", "plt.show()\n" ], "id": "e139d3b2cb6e5224", "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 }, { "metadata": {}, "cell_type": "markdown", "source": [ "We will sample n points from this distribution (with n = 0.35, as an example, normally we have profiles ~1 or ~4), picking a relatively imprecise simulation first. We'll do so to show how we can improve this later by updating the posterior with a new data set. And to keep things general we normalise the intensity by I$_0$. The simulated data will be given a gaussian scatter around the true value to simulate observational uncertainties. In the plot below we can see the form of this sersic profile and the simulated set. \n", "\n" ], "id": "3e0df6e507982bb2" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:49:08.195818700Z", "start_time": "2024-12-20T00:49:07.791559Z" } }, "cell_type": "code", "source": [ "def sim_data(r,r_e,n, fractional_uncertainty):\n", "\ty_true = sersic_profile(r,r_e,n)\n", "\t#y_unc_true = np.abs(y_true)*\n", "\ty_sample = np.random.normal(y_true, fractional_uncertainty, size=len(r)) \n", "\treturn y_sample, fractional_uncertainty#, y_unc_true\n", "\n", "\n", "R_max = 1e3 \n", "r_range_model = np.linspace(0,R_max,1000)\n", "\n", "# True parameters\n", "true_n = 0.35\n", "true_r_e = 350\n", "\n", "#simulating data\n", "unc = 0.08\n", "r_range_sim = np.linspace(0,R_max,100)\n", "\n", "sim_r, sim_r_uncertainty = sim_data(r_range_sim, true_r_e , true_n, unc)\n", "# \n", "plt.figure()\n", "plt.title(\"Sersic Profile and simulated data\")\n", "plt.plot(r_range_model, sersic_profile(r_range_model, true_r_e, true_n), c=\"red\", label=\"True profile\")\n", "plt.scatter(r_range_sim, sim_r, alpha=1, label=\"Simulated data\")\n", "plt.xlim(0,R_max)\n", "plt.xlabel(\"Radial distance (r)\")\n", "plt.ylabel(\"Normalised intensity\")\n", "plt.legend()\n", "plt.show()" ], "id": "526709f51ed637ea", "outputs": [ { "data": { "text/plain": "
", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 19 }, { "metadata": {}, "cell_type": "markdown", "source": [ "After simulating the data we can start the Bayesian inference. We start with choosing a prior. For now we will assume a flat prior which is around the true n and true r$_e$ value. From looking at different simulated sersic profiles such bounds could in practise be estimated. The statistical model will be a Gaussian likelihood. Since we will work with calculations with small values we prefer the log-likelihood to reduce numerical problems. \n", "\n", "Calculating the posterior then comes down to calculating the product of the prior and likelihood (or the exponent containing the sum of the log-prior and the log-likelihood). " ], "id": "277e1790c1e991ff" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:49:08.195818700Z", "start_time": "2024-12-20T00:49:08.071826100Z" } }, "cell_type": "code", "source": [ "# -------------------- Step 2: Define Prior and Likelihood --------------------\n", "def flat_prior(n, r_e ):\n", " if 0.1<= n <= 0.6 and 200 <= r_e <= 500: # Example bounds\n", " return 1\n", " return 0 \n", "\n", "def log_likelihood(r, observed, sigma, r_e, n,):\n", " model_density = sersic_profile(r, r_e, n)\n", " return (-np.sum(0.5 * ((observed - model_density) / sigma) ** 2 + np.log(sigma * np.sqrt(2 * np.pi))))\n", "\n", "def posterior(n_space, r_e_space, r_range, sim_r, sim_r_uncertainty, prior):\n", " log_posterior_grid = np.full((len(n_space),len(r_e_space)), -np.inf)\n", " \n", " # Loop over all combinations of n and r_e, filling in the grid with values of the posterior\n", " for i in tqdm(range(len(n_space))):\n", " for j in range(len(r_e_space)):\n", " prior_val = prior(n_space[i],r_e_space[j] )\n", " if prior_val == 0:\n", " continue\n", " else:\n", " # Compute likelihood for this position (using the simulated data)\n", " # Compute the posterior for this position,\n", " # i represents the n parameter (axis = 0), and j represents the r_e parameter (axis=1)\n", " log_likelihood_value = log_likelihood(r_range, sim_r, sim_r_uncertainty,r_e_space[j], n_space[i] )\n", " log_posterior_grid[i, j] = log_likelihood_value + np.log(prior_val) \n", " \n", " posterior = np.exp(log_posterior_grid - np.max(log_posterior_grid))\n", " \n", " return posterior\n" ], "id": "dfaa07e9be556a8d", "outputs": [], "execution_count": 20 }, { "metadata": {}, "cell_type": "markdown", "source": "Using a grid search allows us to calculate this posterior for every point in the grid, as explained above. We will first compute a coarse grid to determine the range of values without spending excess time on computing fine grids in unwanted regions.", "id": "866ac53a75f2da61" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:49:11.616603300Z", "start_time": "2024-12-20T00:49:08.104774100Z" } }, "cell_type": "code", "source": [ "# Create a \"coarse\" 2D grid of r_e and n,\n", "#simulation time = 10 seconds\n", "n_space = np.linspace(0.2, 0.6, 250)\n", "r_e_space = np.linspace(200, 500, 250)\n", "posterior_grid = posterior(n_space, r_e_space, r_range_sim, sim_r, sim_r_uncertainty, flat_prior)\n", "posterior_grid /= np.sum(posterior_grid) # Normalizing the grid \n" ], "id": "d38bdb9b147e5cb6", "outputs": [ { "data": { "text/plain": " 0%| | 0/250 [00:00", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 23 }, { "metadata": {}, "cell_type": "markdown", "source": "We can see that both the marginalised posteriors have Gaussian-like curves relatively close to the true parameters. We can now create a smaller and finer grid to correctly determine the confidence intervals of both parameters, which we, until this point, have neglected. We center the grid around the best fit value and add many more points to the grid. Then in the same manner we plot the (marginalised) posterior. This will in principle have the same shape as above, but with many more points so that the intervals between points is smaller than the wanted precision.", "id": "221ad2547f54be6d" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:52:42.025961900Z", "start_time": "2024-12-20T00:49:12.812453900Z" } }, "cell_type": "code", "source": [ "\n", "#defining a finer grid. Not this well take >1min of computing time \n", "n_space = np.linspace(best_fit_n-0.15, best_fit_n+0.15, 2000)\n", "r_e_space = np.linspace(best_fit_r_e-50, best_fit_r_e+50, 2000)\n", "posterior_grid = posterior(n_space, r_e_space, r_range_sim, sim_r, sim_r_uncertainty, flat_prior)\n", "P_r_e = np.sum(posterior_grid, axis=0)\n", "P_n = np.sum(posterior_grid, axis=1)\n", "P_r_e /= np.sum(P_r_e )\n", "P_n /= np.sum(P_n)\n" ], "id": "b9178885548ad7d0", "outputs": [ { "data": { "text/plain": " 0%| | 0/2000 [00:00", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 25 }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:52:43.379199800Z", "start_time": "2024-12-20T00:52:43.363232400Z" } }, "cell_type": "code", "source": [ "# best-fit parameters\n", "max_idx = np.unravel_index(np.argmax(posterior_grid), posterior_grid.shape)\n", "best_fit_n = n_space[max_idx[0]]\n", "best_fit_r_e = r_e_space[max_idx[1]]\n", "print(f\"Best-fit n: {best_fit_n:.3f}\")\n", "print(f\"Best-fit r_e: {best_fit_r_e:.3f}\") \n" ], "id": "e11119f10d486af2", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best-fit n: 0.338\n", "Best-fit r_e: 348.268\n" ] } ], "execution_count": 26 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Confidence intervals\n", "\n", "Up until now, everything is similar as in the previous example. We now also want to say something about the confidence interval around the best fit value. To do so we will compute the cumulative distribution of the posterior. This is the probability for a random variable X to take on a value less than or equal to a certain value x. The CDF can then be used to find the percentile forming the interval's bounds. These percentiles are combined with the sample statistic, enabling to define the interval in the parameter space. \n", "\n", "The first function will do so by looking for exactly these boundaries. It will work for most applications. In the case we have a probability distribution that has two maxima or is centered around a hard bound (lets say the number of particles which can never be 0 but a distribution that goes into the negatives), we can use the second function. It works similarly as the first function but will calculate the probability to lie within two bounds, {i,j}, of the parameter space using a CDF. When this matches the desired confidence interval, these bounds are saved. We then search for all ambiguous boundaries also having such valid interval and minimize it to obtain the one with minimum width. This will provide the wanted interval. \n", "\n", "Since we will be working with a one bell curve distribution which does not have strict bounds, we will show of both work and give the same result and then omit the second approach for the rest of the example. \n" ], "id": "f95b8b28d7960087" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:52:43.888224900Z", "start_time": "2024-12-20T00:52:43.379199800Z" } }, "cell_type": "code", "source": [ "def compute_equal_tailed_interval(parameter_space, posterior, alpha):\n", " cdf = np.cumsum(posterior)\n", " lower_bound = parameter_space[np.searchsorted(cdf, alpha / 2)]\n", " upper_bound = parameter_space[np.searchsorted(cdf, 1 - alpha / 2)]\n", " return lower_bound, upper_bound\n", "\n", "def find_minimal_interval(parameter_space, posterior, alpha):\n", " # Normalize posterior to ensure it sums to 1\n", " posterior = posterior / np.sum(posterior)\n", "\n", " # Initialize variables\n", " min_width = np.inf\n", " best_interval = None\n", " target_prob = 1-alpha\n", " \n", " # Sliding window\n", " for i in tqdm(range(len(parameter_space)), desc=\"Parameter space\"): # Start of the window\n", " cumulative_prob = 0 # Reset cumulative probability for each new starting point\n", " \n", " for j in range(i, len(parameter_space)): # End of the window\n", " # Expand the window by adding the probability at j\n", " cumulative_prob += posterior[j]\n", "\n", " # Check if the window meets or exceeds the target probability\n", " if cumulative_prob >= target_prob:\n", " # Calculate the width of the current window\n", " width = parameter_space[j] - parameter_space[i]\n", "\n", " # If the current window's width is smaller, update the best interval\n", " if width < min_width:\n", " min_width = width\n", " best_interval = (round(parameter_space[i], 3), round(parameter_space[j], 3))\n", "\n", " # No need to continue further as we want to minimize the width\n", " break # Move to the next starting point (i)\n", "\n", " return best_interval" ], "id": "626e7af12d2e2588", "outputs": [], "execution_count": 27 }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:52:44.343359400Z", "start_time": "2024-12-20T00:52:43.426659800Z" } }, "cell_type": "code", "source": [ "P_r_e = np.sum(posterior_grid, axis=0)\n", "P_n = np.sum(posterior_grid, axis=1)\n", "\n", "# Normalize the marginalized distributions\n", "n_mag = P_n / np.sum(P_n)\n", "r_e_mag = P_r_e / np.sum(P_r_e)\n", "\n", "# Compute confidence intervals (# 68% confidence)\n", "alpha = 0.16\n", "n_lower, n_upper = compute_equal_tailed_interval(n_space, n_mag, alpha)\n", "r_e_lower, r_e_upper = compute_equal_tailed_interval(r_e_space, r_e_mag, alpha)\n", "# Find minimal-width intervals for n and r_e\n", "n_min_interval = find_minimal_interval(n_space, n_mag, alpha)\n", "r_e_min_interval = find_minimal_interval(r_e_space, r_e_mag, alpha)\n" ], "id": "d5d367538d5200d5", "outputs": [ { "data": { "text/plain": "Parameter space: 0%| | 0/2000 [00:00", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 29 }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:52:45.967436400Z", "start_time": "2024-12-20T00:52:45.525567500Z" } }, "cell_type": "code", "source": [ "from IPython.display import display, Math, Markdown #module to properly show intervals\n", "\n", "#But it is more insightful to view the upper and lower bounds with respect to the best fit value\n", "display( Markdown(r\"Best fit value for n with confidence interval:\"), Math(f\"{best_fit_n:.2f}^{{+{-(best_fit_n-n_upper):.2f}}}_{{-{best_fit_n - n_lower:.2f}}}\"))\n", "\n", "display( Markdown(r\"Best fit value for r_e with confidence interval:\"), Math(f\" {best_fit_r_e:.0f}^{{+{-(best_fit_r_e-r_e_upper):.0f}}}_{{-{best_fit_r_e - r_e_lower:.0f}}}\"))\n" ], "id": "5d10a4216ebb1ad7", "outputs": [ { "data": { "text/plain": "", "text/markdown": "Best fit value for n with confidence interval:" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "", "text/latex": "$\\displaystyle 0.34^{+0.03}_{-0.03}$" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "", "text/markdown": "Best fit value for r_e with confidence interval:" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "", "text/latex": "$\\displaystyle 348^{+10}_{-9}$" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 30 }, { "metadata": {}, "cell_type": "markdown", "source": [ "In the plots above we see the calculated intervals, which are very similar for both approaches. We can also see the true values lies within the 1 $\\sigma$ interval for both parameters. In principle one is done. We have to the best of our ability calculated a best-fit value with confidence intervals for the provided data. \n", "\n", "However, to show how updating of the posterior works we go one step further. Imagine the case where you do a second study on the luminosity of the galaxy and obtain 200 instead of 100 data points with an even smaller uncertainty (0.05 to 0.08) from a newer telescope. We could argue the previous data is still pretty useful. To see how we can use this \"old\" data we simulate the newer data and just like above calculate it's posterior grid, find the confidence interval and its most probable value. However, we calculate two posteriors this time. One where we omit the previous data and one where we \"update\" it with this data. \n", "\n", "Before running the code in the cells below, think of what you expect of the new data set and whether the old data can have a significant effect/ constrains the parameter space noticeably. \n" ], "id": "9221a88ec48a95df" }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:52:46.039120100Z", "start_time": "2024-12-20T00:52:45.565325700Z" } }, "cell_type": "code", "source": [ "unc_better = 0.06\n", "r_range_better = np.linspace(0,R_max,150)\n", "\n", "sim_r_2, sim_r_uncertainty_2 = sim_data(r_range_better, true_r_e, true_n, unc_better)\n", "\n", "plt.figure(figsize=(10,5))\n", "plt.subplot(1,2,1)\n", "plt.title(\"First data set\")\n", "plt.plot(r_range_model, sersic_profile(r_range_model, true_r_e, true_n),c=\"red\",label=\"True model\")\n", "plt.scatter(r_range_sim, sim_r, alpha=0.5, c=\"tab:blue\",label=\"Data\")\n", "plt.xlim(0,R_max)\n", "plt.xlabel(\"Radial distance (r)\")\n", "plt.ylabel(\"Normalised intensity\")\n", "plt.legend()\n", "\n", "plt.subplot(1,2,2)\n", "plt.title(\"Second data set\")\n", "plt.plot(r_range_model, sersic_profile(r_range_model, true_r_e, true_n), c=\"red\", label=\"True model\")\n", "plt.scatter(r_range_better, sim_r_2, alpha=0.5, c=\"tab:blue\", label=\"Data\")\n", "plt.xlim(0,R_max)\n", "plt.xlabel(\"Radial distance (r)\")\n", "plt.ylabel(\"Normalised intensity\")\n", "plt.legend()\n", "\n", "plt.show()\n" ], "id": "96d393642ff26c5b", "outputs": [ { "data": { "text/plain": "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 31 }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:56:36.528509100Z", "start_time": "2024-12-20T00:52:45.993443100Z" } }, "cell_type": "code", "source": [ "#calculating the posterior for the second data set (again computation time ~1.5min)\n", "posterior_grid_2 = posterior(n_space, r_e_space, r_range_better, sim_r_2, sim_r_uncertainty_2, flat_prior)" ], "id": "2c31132a312dedde", "outputs": [ { "data": { "text/plain": " 0%| | 0/2000 [00:00", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 34 }, { "metadata": { "ExecuteTime": { "end_time": "2024-12-20T00:56:39.423224600Z", "start_time": "2024-12-20T00:56:38.908979800Z" } }, "cell_type": "code", "source": [ "# Data formatting for the pretty table to have overview of found values\n", "from IPython.display import display, Markdown\n", "\n", "data = [\n", " [\"Posterior\", \"Best Fit n with Confidence Interval\", \"Best Fit $r_e$ with Confidence Interval\"],\n", " [\"1\", \n", " f\"$ {best_fit_n:.2f}^{{+{n_upper - best_fit_n:.2f}}}_{{-{best_fit_n - n_lower:.2f}}} $\", \n", " f\"$ {best_fit_r_e:.0f}^{{+{r_e_upper - best_fit_r_e:.0f}}}_{{-{best_fit_r_e - r_e_lower:.0f}}} $\"\n", " ],\n", " [\"2\", \n", " f\"$ {best_fit_n_2:.2f}^{{+{n_upper_2 - best_fit_n_2:.2f}}}_{{-{best_fit_n_2 - n_lower_2:.2f}}} $\", \n", " f\"$ {best_fit_r_e_2:.0f}^{{+{r_e_upper_2 - best_fit_r_e_2:.0f}}}_{{-{best_fit_r_e_2 - r_e_lower_2:.0f}}} $\"\n", " ],\n", " [\"Updated\", \n", " f\"$ {best_fit_n_updated:.2f}^{{+{n_upper_updated - best_fit_n_updated:.2f}}}_{{-{best_fit_n_updated - n_lower_updated:.2f}}} $\", \n", " f\"$ {best_fit_r_e_updated:.0f}^{{+{r_e_upper_updated - best_fit_r_e_updated:.0f}}}_{{-{best_fit_r_e_updated - r_e_lower_updated:.0f}}} $\"\n", " ]\n", "]\n", "\n", "# Construct the Markdown table\n", "table_markdown = \"| \" + \" | \".join(data[0]) + \" |\\n\"\n", "table_markdown += \"| \" + \" | \".join([\"---\"] * len(data[0])) + \" |\\n\"\n", "for row in data[1:]:\n", " table_markdown += \"| \" + \" | \".join(row) + \" |\\n\"\n", "\n", "# Display the table\n", "display(Markdown(table_markdown))\n", "\n" ], "id": "2ee4e478d0b4a836", "outputs": [ { "data": { "text/plain": "", "text/markdown": "| Posterior | Best Fit n with Confidence Interval | Best Fit $r_e$ with Confidence Interval |\n| --- | --- | --- |\n| 1 | $ 0.34^{+0.03}_{-0.03} $ | $ 348^{+10}_{-9} $ |\n| 2 | $ 0.36^{+0.02}_{-0.02} $ | $ 349^{+7}_{-6} $ |\n| Updated | $ 0.35^{+0.02}_{-0.01} $ | $ 349^{+6}_{-5} $ |\n" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 35 }, { "metadata": {}, "cell_type": "markdown", "source": "We can see that the updated case both has a more accurate value (closer to the true value) and has more precision (smaller confidence interval). For this scenario we can thus conclude that the update made sense. If for example your newer data set was way less uncertain or had an order of magnitude more points, the effects would have been less. Updating it in this case might even make it worse compared to only using the \"better\" data. ", "id": "b0e8ae07916bb6b2" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Conclusions\n", "\n", "In conclusion, we see that using Bayesian inference is an appropriate method to obtain parameters from a multi-variable model. Using a grid to do so is computationally intense but does work. In\n", "[Chapter 6](https://bayesian-statistics-for-astrophysics-2024.readthedocs.io/en/latest/lecture_notes/group6/Chapter%206.html) we will discuss a more efficient method. Obtaining the confidence intervals from the CDF is in turn a reliable approach to get a grip on the precision acquired from the data. The two methods shown work in principle both but have their own niche place, which is dependent on the type of data one has. We see the more data points with a smaller inherent uncertainty results in better final results and that updating your posterior with previous data could further help out your precision and accuracy. \n", "\n", "\n" ], "id": "6246017db99afc65" }, { "cell_type": "markdown", "source": [ "## References\n", "\n", "[Ciotti, L. & Bertin, G., 1999, arXiv:astro-ph/9911078](https://arxiv.org/pdf/astro-ph/9911078)\n", "\n", "[Eadie, G.M., Speagle, J.S., Cisewski-Kehe, J., 2023, arXiv:2302.04703](https://arxiv.org/pdf/2302.04703)\n", "\n", "[Graham, A.W. & Driver, S.P., 2005, Publications of the Astronomical Society of Australia, 22](https://ned.ipac.caltech.edu/level5/March05/Graham/paper.pdf)\n", "\n", "[Nagler, T. 2021, Statistics for Astronomy and Physics Students, Creative Commons AttributionNoDerivatives 4.0 International (CC BY-ND 4.0), lecture notes, Fall 2020, Version: June 21, 2021](https://tnagler.github.io/stan-2020.pdf)\n" ], "metadata": { "collapsed": false }, "id": "f2e8d39825cf9a3a" } ], "metadata": { "kernelspec": { "name": "python3", "language": "python", "display_name": "Python 3 (ipykernel)" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }