{ "cells": [ { "cell_type": "markdown", "id": "6bb2f976-f359-4e1c-a1c4-cfb496c38ef0", "metadata": {}, "source": [ "# Adding covariates to model parameters\n", "\n", "In this tutorial, we will develop simple models with covariates.\n", "We have two types of covariates: continuous and categorical. The continuous covariates can be multi-dimensional (explained in another tutorial). \n", "\n", "We start with continuous covariates called $X$. A random parameter \n", "$\\theta$ has prior \n", "\n", "$$\n", "\\theta_r \\sim \\mathrm{LogNorm}(\\mu_\\theta + \\alpha_X X_r, \\sigma_\\theta).\n", "$$\n", "\n", "Here, $\\alpha_X$ is the weight of the covariate $X$.\n", "\n", "In HBOMS, we first define the covariate $X$ and then add $X$ to to parameter $\\theta$\n", "\n", "```python\n", "import hboms\n", "\n", "covs = [\n", " hboms.Covariate(\"X\"),\n", " # other covariates...\n", "]\n", "params = [\n", " hboms.Parameter(\"theta\", 1.0, \"random\", covariates=[\"X\"]),\n", " # other parameters...\n", "]\n", "```\n", "Note that by default, covariates are continuous.\n", "We then add the list `covs` to the definition of the HBOMS model\n", "\n", "```python\n", "hbm = hboms.HbomsModel(\n", " params = params,\n", " covariates = covs,\n", " # other components...\n", "]\n", "```" ] }, { "cell_type": "markdown", "id": "155db5fa-3c3d-437a-916f-e2fa9c7694b4", "metadata": {}, "source": [ "## Predator-prey model with a covariate\n", "\n", "Let's look at a simple concrete example in which we add a continuous covariate called $A$ to the prey growth rate ($a$) in the predator-pray model.\n", "To keep it simple, we assume that all other parameters are known (and constant),\n", "and also that we just observe the prey population ($X$)." ] }, { "cell_type": "code", "execution_count": 1, "id": "b4ad5b19-ddd2-44a8-82cc-03d3d942b77f", "metadata": {}, "outputs": [], "source": [ "# import the hboms package\n", "import hboms\n", "\n", "# define model parameters\n", "params = [\n", " hboms.Parameter(\"a\", 1.0, \"random\", covariates=[\"A\"]),\n", " hboms.Parameter(\"b\", 1.0, \"const\"),\n", " hboms.Parameter(\"c\", 0.5, \"const\"),\n", " hboms.Parameter(\"d\", 1.0, \"const\"),\n", " hboms.Parameter(\"x0\", 1.0, \"const\"),\n", " hboms.Parameter(\"y0\", 1.0, \"const\"),\n", " hboms.Parameter(\"sigma\", 0.2, \"const\"),\n", "]\n", "\n", "# define covariates\n", "covs = [\n", " hboms.Covariate(\"A\"),\n", "]\n", "\n", "# define the state\n", "state = [\n", " hboms.Variable(\"x\"),\n", " hboms.Variable(\"y\"),\n", "]\n", "\n", "# define the IVP (ODEs and initial conditions)\n", "odes = \"\"\"\n", "ddt_x = a*x - b*x*y;\n", "ddt_y = b*c*x*y - d*y;\n", "\"\"\"\n", "\n", "init = \"\"\"\n", "x_0 = x0;\n", "y_0 = y0;\n", "\"\"\"\n", "\n", "# define observations and their distributions.\n", "obs = [\n", " hboms.Observation(\"X\"),\n", "]\n", "\n", "dists = [\n", " hboms.StanDist(\"lognormal\", obs_name=\"X\", params=[\"log(x)\", \"sigma\"]),\n", "]\n", "\n", "# now define the HBOMS model\n", "hbm = hboms.HbomsModel(\n", " \"lv_cov_example\",\n", " params = params,\n", " state = state,\n", " odes = odes,\n", " init = init,\n", " covariates = covs,\n", " obs = obs,\n", " dists = dists,\n", ")" ] }, { "cell_type": "markdown", "id": "9a9d180c-49c5-4c0b-8220-c3a5398c70ae", "metadata": {}, "source": [ "We will now simulate some data in Python. Fit this, we sample log-normally distributed parameters $a$, with location parameter dependent on a covariate." ] }, { "cell_type": "code", "execution_count": 2, "id": "7cc70396-d84e-4db6-80d0-72c66b9067a1", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy.stats as sts\n", "from scipy.integrate import solve_ivp\n", "\n", "def lv_model_sys(t, u, a, b, c, d):\n", " x, y = u\n", " ddt_x = a*x - b*x*y\n", " ddt_y = b*c*x*y - d*y\n", " return np.array([ddt_x, ddt_y])\n", "\n", "x0, y0 = 1.0, 1.0\n", "b, c, d = 1.0, 0.5, 1.0\n", "sigma = 0.2\n", "u0 = np.array([x0, y0])\n", "R = 24\n", "ts = np.linspace(1, 10, 20)\n", "A = sts.norm.rvs(0, 1, size=R)\n", "loc_a = 0.0\n", "scale_a = 0.1\n", "weight_A_a = 0.1\n", "a_indiv = np.exp(sts.norm.rvs(loc=loc_a + weight_A_a * A, scale=scale_a))\n", "\n", "def simulate_lv_model(a):\n", " sol = solve_ivp(\n", " lv_model_sys, y0=u0, t_span=(np.min(ts), np.max(ts)), \n", " t_eval=ts, args=(a, b, c, d)\n", " )\n", " \n", " x = sol.y[0]\n", " X = np.exp(sts.norm.rvs(loc=np.log(x), scale=sigma))\n", " return X\n", "\n", "Xs = [simulate_lv_model(a) for a in a_indiv]" ] }, { "cell_type": "markdown", "id": "24a7a727-ea9b-40ea-b7bb-d11868b331ce", "metadata": {}, "source": [ "Plot the data to make sure we did not make any mistakes." ] }, { "cell_type": "code", "execution_count": 3, "id": "41c7a63a-cee3-43bc-8584-042306783c30", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, axs = plt.subplots(4, 6, figsize=(10,5), sharex=True, sharey=True)\n", "\n", "for ax, X in zip(axs.flat, Xs):\n", " ax.plot(ts, X, marker='o', color='k', markersize=5)\n", "\n", "for ax in axs[-1,:]:\n", " ax.set_xlabel(\"time ($t$)\")\n", "for ax in axs[:,0]:\n", " ax.set_ylabel(\"Prey ($X$)\")" ] }, { "cell_type": "markdown", "id": "822a6875-6099-4d73-9c4a-7e62de36a3c0", "metadata": {}, "source": [ "Now collect data into a dictionary and check the initial parameter guess. This data dictionary has to include the covariate with one value per unit." ] }, { "cell_type": "code", "execution_count": 4, "id": "d0ee0b25-0102-47cb-a4e0-68bd9dc70ec0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "10:56:31 - cmdstanpy - INFO - CmdStan start processing\n", "10:56:31 - cmdstanpy - INFO - Chain [1] start processing\n", "10:56:32 - cmdstanpy - INFO - Chain [1] done processing\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_dict = {\n", " \"Time\" : [ts for _ in range(R)],\n", " \"X\" : Xs,\n", " \"A\" : A\n", "}\n", "\n", "fig = hbm.init_check(data_dict)" ] }, { "cell_type": "markdown", "id": "22225818-1cfe-4fef-857d-d54369c5e1eb", "metadata": {}, "source": [ "Since the initial guess looks OK, we can fit the model, and inspect the model fit" ] }, { "cell_type": "code", "execution_count": 5, "id": "b48e077d-a659-4020-8d5e-3fcc265c2341", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "10:56:37 - cmdstanpy - INFO - CmdStan start processing\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e1fff5f072e145a598c67ead15f277e3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 1 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ce814cee2a454ddeb573498d0bc772b4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "chain 2 | | 00:00 Status" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " " ] }, { "name": "stderr", "output_type": "stream", "text": [ "10:57:12 - cmdstanpy - INFO - CmdStan done processing.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hbm.sample(\n", " data_dict, threads_per_chain=R, chains=2, refresh=1, \n", " step_size=0.01, iter_warmup=500, iter_sampling=500\n", ")\n", "\n", "fig = hbm.post_pred_check(data_dict)" ] }, { "cell_type": "markdown", "id": "3e65b529-15a2-46c8-89b1-e539252a1fb8", "metadata": {}, "source": [ "Now we can compare the estimated weight of the covariate with the ground-truth value.\n", "In the Stan model generated by HBOMS, the weight parameter is called `weight_A_a`." ] }, { "cell_type": "code", "execution_count": 6, "id": "e1818fbc-739c-4138-9db5-8a101028a638", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weight_sams = hbm.fit.weight_A_a\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(3,3))\n", "\n", "ax.hist(weight_sams, 25, color='0.8', label=\"posterior\", density=True)\n", "ax.axvline(weight_A_a, color='k', label=\"ground truth\")\n", "\n", "ax.set_ylabel(\"posterior density\")\n", "ax.set_xlabel(\"weight $A \\\\rightarrow a$\");" ] }, { "cell_type": "markdown", "id": "4d36ffbc-be2d-4831-9a2f-8471a2830fc7", "metadata": {}, "source": [ "## A model with a categorical covariate (TODO)" ] }, { "cell_type": "code", "execution_count": null, "id": "bbf4f63b-52da-423e-80cb-3645e390dfdc", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }