{ "cells": [ { "cell_type": "markdown", "id": "3bdd18be", "metadata": {}, "source": [ "## 4. Model development\n", "\n", "
\n", "\n", "Last time we used simulations as well as prior and posterior predictive checks to check and improve upon our model for Cepheids in a single galaxy. We then found the `alpha` and `beta` posteriors for each galaxy independently. \n", "\n", "
\n", "\n", "In order to use the period luminosity relation to extend the cosmic distance ladder, and eventually estimate the Hubble constant, the relation needs be *universal*, i.e. the same `alpha` and `beta` should hold for all galaxies, within uncertainties. \n", "\n", "
\n", "\n", "From our studies of individual galaxies, we should be able to see the similarities and differences between the results. But, how do we combine these results properly, and keep track of the uncertainties or correlations between parameters?" ] }, { "cell_type": "markdown", "id": "bf6d21ee", "metadata": {}, "source": [ "### Hierarchical models\n", "\n", "
\n", "\n", "A natural way to combine the inidividual galaxy results is to build a **hierarchical model** for all galaxies that we have data for. To understand how to do this, we can start with a simpler example of a simple normal model, like the one we used to understand Stan in the [introduction notebook](introduction.ipynb).\n", "\n", "
\n", "\n", "\"Going\n", "\n", "
\n", "\n", "Imagine that $\\mu$ is now sampled from some parent distribution, with mean $\\theta$ and standard deviation $\\tau$.\n", "\n", "
\n", "\n", "Single-level normal model:\n", "$$\n", "p(\\mu, \\sigma|x) \\propto p(x|\\mu, \\sigma) p(\\mu, \\sigma).\n", "$$\n", "\n", "Hierarchical normal model:\n", "$$\n", "p(\\theta, \\tau | x) \\propto p(x|\\mu, \\sigma) p(\\sigma) p(\\mu | \\theta, \\tau) p(\\theta, \\tau)\n", "$$\n", "\n", "
\n", "\n", "Hierarchical models are ideal for describing populations of objects with similar properties, like our Cepheid-hosting galaxies. If we let `alpha` and `beta` for each galaxy come from parent distributions with means `mu_X` and standard deviations `tau_X`, we can then fit for the shape of the universal `alpha` and `beta` distributions!\n", "\n", "
\n", " \n", "We see that building up hierarchies in this way can quickly lead to a large number of free parameters, which may seem scary. However, Hamiltonian Monte Carlo is designed to cope with these kind of models, and this should be no problem for Stan." ] }, { "cell_type": "markdown", "id": "507f1790", "metadata": {}, "source": [ "### A joint hierarchical fit of all galaxies\n", "\n", "
\n", "\n", "**Exercise 1 (10 points):** Sketch the graphical model for our hierarchical model for Cepheids over all galaxies\n", "\n", "
\n", "\n", "A simplified Stan model for the full hierarchy can be found in `cepheid_v3.stan`. Note that this is based on `cepheid_v1.stan`, and you should also incorporate the changes that you made during the exercises in the [model checking notebook](model_checking.ipynb) in order to achieve a good fit to the data. I will use `cepheid_v3.stan` here to demonstrate a few important points about hierarchical modelling." ] }, { "cell_type": "code", "execution_count": 1, "id": "5ce21844", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:31.426785Z", "start_time": "2021-09-11T11:49:31.294695Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/**\r\n", " * Hierarchical model for Cepheid variables\r\n", " * - Multiple galaxies\r\n", " * - Shared sigma_m\r\n", " * - Weakly informative priors\r\n", " **/\r\n", "\r\n", "data {\r\n", "\r\n", " /* usual inputs */\r\n", " int Ng; // number of Galaxies\r\n", " int Nt; // sum(Nc_g)\r\n", " \r\n", " int gal_id[Nt]; // galaxy id for each entry [1 - 9] \r\n", " vector[Nt] m_obs; // obs apparent mag.\r\n", " real sigma_m; // mag uncertainty\r\n", " vector[Nt] log10P; // log10(periods/days)\r\n", " vector[Ng] z; // redshift of single galaxy\r\n", "\r\n", "}\r\n", "\r\n", "transformed data {\r\n", "\r\n", " vector[Ng] dL;\r\n", " \r\n", " /* luminosity distance */\r\n", " dL = (3.0e5 * z) / 70.0; // Mpc\r\n", " \r\n", "}\r\n", "\r\n", "parameters {\r\n", "\r\n", " /* parameters of the parent distributions */\r\n", " real mu_alpha;\r\n", " real tau_alpha;\r\n", "\r\n", " real mu_beta;\r\n", " real tau_beta;\r\n", "\r\n", " /* individual galaxy parameters */\r\n", " vector[Ng] alpha;\r\n", " vector[Ng] beta;\r\n", " \r\n", "}\r\n", "\r\n", "transformed parameters {\r\n", "\r\n", " vector[Nt] M_true;\r\n", " vector[Nt] m_true;\r\n", "\r\n", " /* P-L relation */\r\n", " M_true = alpha[gal_id] + beta[gal_id] .* log10P;\r\n", "\r\n", " /* convert to m */\r\n", " m_true = M_true + 5 * log10(dL[gal_id]) + 25;\r\n", " \r\n", "}\r\n", "\r\n", "model { \r\n", "\r\n", " /* priors */\r\n", " mu_alpha ~ normal(0, 10);\r\n", " mu_beta ~ normal(-5, 5);\r\n", " tau_alpha ~ cauchy(0, 2.5);\r\n", " tau_beta ~ cauchy(0, 2.5);\r\n", "\r\n", " /* connection to latent params */\r\n", " alpha ~ normal(mu_alpha, tau_alpha);\r\n", " beta ~ normal(mu_beta, tau_beta);\r\n", " \r\n", " /* connection to data */\r\n", " m_obs ~ normal(m_true, sigma_m);\r\n", "\r\n", "}\r\n", "\r\n" ] } ], "source": [ "!cat stan/cepheid_v3.stan" ] }, { "cell_type": "markdown", "id": "33eae5d1", "metadata": {}, "source": [ "A few things worth noting:\n", "\n", "* The easiest way to deal with a ragged array structure (different number of Cepheids in each galaxy) in Stan is to flatten the array, and pass a vector with the galaxy IDs.\n", "* We introduce `mu` and `tau` parameters for `alpha` and `beta`, with sensible priors.\n", "* We assume the parent `alpha` and `beta` distributions are independent, as a starting point.\n", "* In a hierarchical model, it is not so clear how to separate the priors and likelihood, the model is more a series of conditional steps.\n", "\n", "
\n", "\n", "Now, let's see how the model performs when fitting our dataset." ] }, { "cell_type": "code", "execution_count": 2, "id": "8413c59e", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:33.217950Z", "start_time": "2021-09-11T11:49:32.182279Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import arviz as av\n", "from cmdstanpy import CmdStanModel" ] }, { "cell_type": "code", "execution_count": 3, "id": "876e21f4", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:33.233284Z", "start_time": "2021-09-11T11:49:33.219772Z" } }, "outputs": [], "source": [ "# load data\n", "galaxy_info = np.loadtxt(\"data/galaxies.dat\")\n", "cepheid_info = np.loadtxt(\"data/cepheids.dat\")\n", "\n", "# compile data from all galaxies\n", "galaxies = [int(ngc_no) for ngc_no in galaxy_info[:, 0]]\n", "data = {int(x[0]):{\"z\":x[1]} for x in galaxy_info}\n", "\n", "for g in galaxies:\n", " j = np.where(cepheid_info[:, 0] == g)[0]\n", " data[g][\"gal\"] = np.array([int(i) for i in cepheid_info[j, 0]])\n", " data[g][\"Nc\"] = len(data[g][\"gal\"])\n", " data[g][\"m_obs\"] = cepheid_info[j, 1]\n", " data[g][\"sigma_m\"] = cepheid_info[j, 2]\n", " data[g][\"P\"] = cepheid_info[j, 3]\n", " data[g][\"delta_logO_H\"] = cepheid_info[j, 4]\n", " data[g][\"log10P\"] = np.log10(data[g][\"P\"])" ] }, { "cell_type": "code", "execution_count": 4, "id": "b95b734d", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:33.240816Z", "start_time": "2021-09-11T11:49:33.235342Z" } }, "outputs": [], "source": [ "# Select out two galaxies\n", "sel = 2\n", "\n", "# prepare Stan input\n", "input_data = {}\n", "input_data[\"Ng\"] = len(galaxies[0:sel])\n", "input_data[\"Nt\"] = sum([data[g][\"Nc\"] for g in galaxies[0:sel]])\n", "input_data[\"m_obs\"] = np.concatenate([data[g][\"m_obs\"] for g in galaxies[0:sel]])\n", "input_data[\"log10P\"] = np.concatenate([data[g][\"log10P\"] for g in galaxies[0:sel]])\n", "input_data[\"gal_id\"] = np.concatenate([np.tile(i, data[g][\"Nc\"]) \n", " for i, g in enumerate(galaxies[0:sel])]) + 1\n", "input_data[\"z\"] = galaxy_info.T[1][0:sel]\n", "input_data[\"sigma_m\"] = 0.5" ] }, { "cell_type": "code", "execution_count": 5, "id": "84f939d8", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:33.738968Z", "start_time": "2021-09-11T11:49:33.734207Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cmdstanpy:found newer exe file, not recompiling\n", "INFO:cmdstanpy:compiled model file: /Users/fran/projects/BayesianWorkflow/src/notebooks/stan/cepheid_v3\n" ] } ], "source": [ "stan_model = CmdStanModel(stan_file=\"stan/cepheid_v3.stan\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "f13ac130", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:35.272544Z", "start_time": "2021-09-11T11:49:34.194494Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:start chain 2\n", "INFO:cmdstanpy:start chain 3\n", "INFO:cmdstanpy:start chain 4\n", "INFO:cmdstanpy:finish chain 3\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:finish chain 2\n", "INFO:cmdstanpy:finish chain 4\n" ] } ], "source": [ "fit = stan_model.sample(data=input_data, chains=4, iter_sampling=1000)" ] }, { "cell_type": "markdown", "id": "788806e2", "metadata": {}, "source": [ "We should always check the sampler diagnostics first!" ] }, { "cell_type": "code", "execution_count": 7, "id": "4549d03e", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:36.371233Z", "start_time": "2021-09-11T11:49:35.275220Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:cmdstanpy:Processing csv files: /var/folders/8d/cyg0_lx54mggm8v350vlx91r0000gn/T/tmpomivi5y3/cepheid_v3-202109111349-1-i76uz3kv.csv, /var/folders/8d/cyg0_lx54mggm8v350vlx91r0000gn/T/tmpomivi5y3/cepheid_v3-202109111349-2-sdcvnxp4.csv, /var/folders/8d/cyg0_lx54mggm8v350vlx91r0000gn/T/tmpomivi5y3/cepheid_v3-202109111349-3-mp1dna27.csv, /var/folders/8d/cyg0_lx54mggm8v350vlx91r0000gn/T/tmpomivi5y3/cepheid_v3-202109111349-4-ywx326xl.csv\n", "\n", "Checking sampler transitions treedepth.\n", "Treedepth satisfactory for all transitions.\n", "\n", "Checking sampler transitions for divergences.\n", "208 of 4000 (5.2%) transitions ended with a divergence.\n", "These divergent transitions indicate that HMC is not fully able to explore the posterior distribution.\n", "Try increasing adapt delta closer to 1.\n", "If this doesn't remove all divergences, try to reparameterize the model.\n", "\n", "Checking E-BFMI - sampler transitions HMC potential energy.\n", "E-BFMI satisfactory.\n", "\n", "Effective sample size satisfactory.\n", "\n", "Split R-hat values satisfactory all parameters.\n", "\n", "Processing complete.\n" ] } ], "source": [ "fit.diagnose();" ] }, { "cell_type": "code", "execution_count": 8, "id": "22510e85", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:37.716638Z", "start_time": "2021-09-11T11:49:36.374311Z" } }, "outputs": [ { "data": { "text/html": [ "
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MeanMCSEStdDev5%50%95%N_EffN_Eff/sR_hat
name
lp__-450.00.11002.600-450.00-450.00-440.0560.0340.01.0
mu_alpha-1.30.06301.800-3.90-1.301.6800.0490.01.0
tau_alpha2.40.08902.5000.611.706.4800.0490.01.0
mu_beta-4.20.03400.980-5.70-4.10-2.9820.0500.01.0
tau_beta1.00.06801.9000.060.473.4760.0470.01.0
..............................
m_true[158]28.00.00380.15028.0028.0029.01508.0925.01.0
m_true[159]25.00.00140.06825.0025.0025.02472.01516.01.0
m_true[160]25.00.00140.06825.0025.0025.02445.01499.01.0
m_true[161]27.00.00250.10027.0027.0027.01707.01046.01.0
m_true[162]24.00.00180.07424.0024.0024.01625.0996.01.0
\n", "

333 rows × 9 columns

\n", "
" ], "text/plain": [ " Mean MCSE StdDev 5% 50% 95% N_Eff N_Eff/s \\\n", "name \n", "lp__ -450.0 0.1100 2.600 -450.00 -450.00 -440.0 560.0 340.0 \n", "mu_alpha -1.3 0.0630 1.800 -3.90 -1.30 1.6 800.0 490.0 \n", "tau_alpha 2.4 0.0890 2.500 0.61 1.70 6.4 800.0 490.0 \n", "mu_beta -4.2 0.0340 0.980 -5.70 -4.10 -2.9 820.0 500.0 \n", "tau_beta 1.0 0.0680 1.900 0.06 0.47 3.4 760.0 470.0 \n", "... ... ... ... ... ... ... ... ... \n", "m_true[158] 28.0 0.0038 0.150 28.00 28.00 29.0 1508.0 925.0 \n", "m_true[159] 25.0 0.0014 0.068 25.00 25.00 25.0 2472.0 1516.0 \n", "m_true[160] 25.0 0.0014 0.068 25.00 25.00 25.0 2445.0 1499.0 \n", "m_true[161] 27.0 0.0025 0.100 27.00 27.00 27.0 1707.0 1046.0 \n", "m_true[162] 24.0 0.0018 0.074 24.00 24.00 24.0 1625.0 996.0 \n", "\n", " R_hat \n", "name \n", "lp__ 1.0 \n", "mu_alpha 1.0 \n", "tau_alpha 1.0 \n", "mu_beta 1.0 \n", "tau_beta 1.0 \n", "... ... \n", "m_true[158] 1.0 \n", "m_true[159] 1.0 \n", "m_true[160] 1.0 \n", "m_true[161] 1.0 \n", "m_true[162] 1.0 \n", "\n", "[333 rows x 9 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit.summary()" ] }, { "cell_type": "markdown", "id": "5edd1a1c", "metadata": {}, "source": [ "Hmmm, it seems something is off. Let's check the trace and pair plots..." ] }, { "cell_type": "code", "execution_count": 9, "id": "0ddba7ca", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:38.950767Z", "start_time": "2021-09-11T11:49:37.719730Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "av.plot_trace(fit, var_names=[\"mu_alpha\", \"mu_beta\", \"alpha\", \"beta\"]);" ] }, { "cell_type": "markdown", "id": "7e46c704", "metadata": {}, "source": [ "To make a sensibly-sized pair plot and view divergent transitions, we have to pass some more information to `arviz`. Let's focus on the high level parameters now, seeing as these are the new things we have introduced. The `Ng` and `Nt` indicies are also specified, in case you want to use arviz to explore some other cases. " ] }, { "cell_type": "code", "execution_count": 10, "id": "19ba2f76", "metadata": { "ExecuteTime": { "end_time": "2021-09-11T11:49:39.572641Z", "start_time": "2021-09-11T11:49:38.952478Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fit_a = av.from_cmdstanpy(fit, coords={\"Ng\" : np.arange(input_data[\"Ng\"]), \n", " \"Nt\" : np.arange(input_data[\"Nt\"])}, \n", " dims={\"alpha\": [\"Ng\"], \"beta\": [\"Ng\"], \"M_true\":[\"Nt\"]})\n", "av.plot_pair(fit_a, var_names=[\"mu_alpha\", \"mu_beta\", \"tau_alpha\", \"tau_beta\"], \n", " divergences=True, coords={\"Ng\": np.array([0, 1]), # Ng coords\n", " \"Nt\": np.array([0])}); # Nt coords" ] }, { "cell_type": "markdown", "id": "fd1c889f", "metadata": {}, "source": [ "The geometry of a hierarchical model with its many latent parameters is much more complex than that of a single model, and divergent transitions can occur. Fortunately, these can be used to help us understand and fix our model.\n", "\n", "Here, we can see that the misspecification of the model causes problems, although these issues become less servere if we add data from more galaxies, as I'll now demonstrate. It is important to remember that **the geometry the sampler sees depends on both the model and the data**. \n", "\n", "
\n", "\n", "**Exercise 2 (5 points):** Update the above Stan code with your improvements from the single galaxy case that you carried out in the [model checking notebook](model_checking.ipynb) and display the code. Verify that you can run the above demo to fit *all* galaxies with no divergent transitions.\n", "\n", ">Note: To start with, you can experiment with adding the reparametrisation and/or individual `sigma_m` into the model. If you complete the homework in the [model checking notebook](model_checking.ipynb), you'll also figure out some other updates that you could use to get a better fit to the data." ] }, { "cell_type": "code", "execution_count": 13, "id": "cfdaf3c6", "metadata": { "ExecuteTime": { "end_time": "2021-09-08T10:03:28.814938Z", "start_time": "2021-09-08T10:03:28.812587Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "122c3dc0", "metadata": {}, "source": [ "**Exercise 3 (10 points):** Perform posterior predictive checks for your improved fit, and visualise the posterior predictive distribution of your fit. Can you fit the data well? " ] }, { "cell_type": "code", "execution_count": 12, "id": "d2075a8b", "metadata": { "ExecuteTime": { "end_time": "2021-08-27T08:34:08.009127Z", "start_time": "2021-08-27T08:34:08.006796Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "c119b92d", "metadata": {}, "source": [ "**Homework exercise 1 (10 points):** Compare the galaxy-level `alpha` and `beta` distributions to those found from individual fits that you completed as part of the [model checking notebook](model_checking.ipynb). What differences can you see?" ] }, { "cell_type": "code", "execution_count": null, "id": "8303c6a7", "metadata": { "ExecuteTime": { "start_time": "2021-08-27T08:54:25.445Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "a37d1245", "metadata": {}, "source": [ "**Homework exercise 2 (20 points):** Make a plot to show how the constraints on the parent distributions for `alpha` and `beta` change depending on the number of galaxies used in the sample. What happens when we only use one or two galaxies?" ] }, { "cell_type": "code", "execution_count": null, "id": "009bc8db", "metadata": { "ExecuteTime": { "start_time": "2021-08-27T08:54:36.997Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "d0a963a8", "metadata": {}, "source": [ "### Estimation of the Hubble constant\n", "\n", "
\n", "\n", "So far we have assumed a value for `H0` in our fits in order to convert between apparent and absolute magnitude. This is necessary to fit for `alpha` and `beta`. Let's think about how we can extend the model to make an estimate of `H0`, rather than assuming it.\n", "\n", "
\n", "\n", "**Exercise 4 (5 points):** What happens if we simply leave `H0` as a free parameter in our existing hierarchical model? Why is this?\n" ] }, { "cell_type": "code", "execution_count": null, "id": "0fadb73b", "metadata": { "ExecuteTime": { "start_time": "2021-08-27T08:54:47.796Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "8e00c8fd", "metadata": {}, "source": [ "**Exercise 5 (5 points):** What happens if we change the value of `H0` assumed in our analysis? Which results change, and which stay the same?" ] }, { "cell_type": "code", "execution_count": null, "id": "7b6e5443", "metadata": { "ExecuteTime": { "start_time": "2021-08-27T08:54:50.429Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "bdb98933", "metadata": {}, "source": [ "The Cepheid variable experts that we talked to earlier are impressed with our careful analysis of the period-luminosity relation. They share a new dataset of Cepheid variable stars that are in our own Galaxy, the Milky Way. The distances to these stars are well-measured using geometric methods.\n", "\n", "
\n", "\n", "This dataset is given in `milkyway_cepheids.dat`. It similar to that we have seen before, except that each Cepheid has a distance measurement in kpc. We are also told that the uncertainty in the distance measurements is 150 pc, and that on the apparent magnitudes is 0.1, for all Cepheids. Any effect due to metallicity can be assumed to be negligible here.\n", "\n", "
\n", "\n", "Let's take a look at the data:" ] }, { "cell_type": "code", "execution_count": null, "id": "64a57db5", "metadata": { "ExecuteTime": { "start_time": "2021-08-27T08:54:54.980Z" } }, "outputs": [], "source": [ "mw_cepheids = np.loadtxt(\"data/milkyway_cepheids.dat\")\n", "d = mw_cepheids.T[0] # distance in kpc\n", "m_obs = mw_cepheids.T[1] # apparent mag\n", "P = mw_cepheids.T[2] # period in days" ] }, { "cell_type": "markdown", "id": "805bfeaa", "metadata": {}, "source": [ "**Homework exercise 3 (20 points):** Use this new data set to make an independent estimate of `alpha` and `beta`, without assuming `H0`, what do you find?" ] }, { "cell_type": "code", "execution_count": null, "id": "1a11377c", "metadata": { "ExecuteTime": { "start_time": "2021-08-27T14:12:24.931Z" } }, "outputs": [], "source": [ "# to be completed..." ] }, { "cell_type": "markdown", "id": "2804e5b2", "metadata": {}, "source": [ "**Homework exercise 4 (20 points):** Update the hierarchical model that you have to include key information from the calibration data into your joint fit. If done correctly, this should allow you to break the degeneracy in the model and directly estimate the Hubble constant. Try to include all relevant uncertainties.\n", "\n", ">**Hint**: Assume that the mean `alpha` inferred from the Milky Way dataset is fair estimate of `mu_alpha`." ] }, { "cell_type": "markdown", "id": "617bb06e", "metadata": {}, "source": [ "**Homework exercise 5 (20 points):** What factors affect the uncertainties in your estimate? How could you get a more constrained result?" ] }, { "cell_type": "markdown", "id": "cc42baf5", "metadata": {}, "source": [ "### Further reading\n", "Hierarchical models: Chapter 5 in [Bayesian data analysis](http://www.stat.columbia.edu/~gelman/book/) by Gelman et al. " ] }, { "cell_type": "code", "execution_count": null, "id": "a7c03da0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "bayesian_workflow", "language": "python", "name": "bayesian_workflow" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }