{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(stochastic_volatility)=\n", "# Stochastic Volatility model\n", "\n", ":::{post} June 17, 2022\n", ":tags: time series, case study\n", ":category: beginner\n", ":author: John Salvatier, Colin Carroll, Abhipsha Das\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "\n", "rng = np.random.RandomState(1234)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Asset prices have time-varying volatility (variance of day over day `returns`). In some periods, returns are highly variable, while in others very stable. Stochastic volatility models model this with a latent volatility variable, modeled as a stochastic process. The following model is similar to the one described in the No-U-Turn Sampler paper, {cite:p}`hoffman2014nuts`.\n", "\n", "$$ \\sigma \\sim Exponential(50) $$\n", "\n", "$$ \\nu \\sim Exponential(.1) $$\n", "\n", "$$ s_i \\sim Normal(s_{i-1}, \\sigma^{-2}) $$\n", "\n", "$$ \\log(r_i) \\sim t(\\nu, 0, \\exp(-2 s_i)) $$\n", "\n", "Here, $r$ is the daily return series and $s$ is the latent log volatility process." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we load daily returns of the S&P 500, and calculate the daily log returns. This data is from May 2008 to November 2019." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Closechange
Date
2008-05-051407.489990-0.004544
2008-05-061418.2600100.007623
2008-05-071392.569946-0.018280
2008-05-081397.6800540.003663
2008-05-091388.280029-0.006748
\n", "
" ], "text/plain": [ " Close change\n", "Date \n", "2008-05-05 1407.489990 -0.004544\n", "2008-05-06 1418.260010 0.007623\n", "2008-05-07 1392.569946 -0.018280\n", "2008-05-08 1397.680054 0.003663\n", "2008-05-09 1388.280029 -0.006748" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "try:\n", " returns = pd.read_csv(os.path.join(\"..\", \"data\", \"SP500.csv\"), index_col=\"Date\")\n", "except FileNotFoundError:\n", " returns = pd.read_csv(pm.get_data(\"SP500.csv\"), index_col=\"Date\")\n", "\n", "returns[\"change\"] = np.log(returns[\"Close\"]).diff()\n", "returns = returns.dropna()\n", "\n", "returns.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the volatility seems to change over time quite a bit but cluster around certain time-periods. For example, the 2008 financial crisis is easy to pick out." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 4))\n", "returns.plot(y=\"change\", label=\"S&P 500\", ax=ax)\n", "ax.set(xlabel=\"time\", ylabel=\"returns\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Specifying the model in `PyMC` mirrors its statistical specification." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def make_stochastic_volatility_model(data):\n", " with pm.Model(coords={\"time\": data.index.values}) as model:\n", " step_size = pm.Exponential(\"step_size\", 10)\n", " volatility = pm.GaussianRandomWalk(\n", " \"volatility\", sigma=step_size, dims=\"time\", init_dist=pm.Normal.dist(0, 100)\n", " )\n", " nu = pm.Exponential(\"nu\", 0.1)\n", " returns = pm.StudentT(\n", " \"returns\", nu=nu, lam=np.exp(-2 * volatility), observed=data[\"change\"], dims=\"time\"\n", " )\n", " return model\n", "\n", "\n", "stochastic_vol_model = make_stochastic_volatility_model(returns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Checking the model\n", "\n", "Two good things to do to make sure our model is what we expect is to \n", "1. Take a look at the model structure. This lets us know we specified the priors we wanted and the connections we wanted. It is also handy to remind ourselves of the size of the random variables.\n", "2. Take a look at the prior predictive samples. This helps us interpret what our priors imply about the data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\nclustertime (2905)\n\ntime (2905)\n\n\n\nnu\n\nnu\n~\nExponential\n\n\n\nreturns\n\nreturns\n~\nStudentT\n\n\n\nnu->returns\n\n\n\n\n\nstep_size\n\nstep_size\n~\nExponential\n\n\n\nvolatility\n\nvolatility\n~\nRandomWalk\n\n\n\nstep_size->volatility\n\n\n\n\n\nvolatility->returns\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(stochastic_vol_model)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [nu, returns, step_size, volatility]\n" ] } ], "source": [ "with stochastic_vol_model:\n", " idata = pm.sample_prior_predictive(500, random_seed=rng)\n", "\n", "prior_predictive = az.extract(idata, group=\"prior_predictive\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We plot and inspect the prior predictive. This is *many* orders of magnitude larger than the actual returns we observed. In fact, I cherry-picked a few draws to keep the plot from looking silly. This may suggest changing our priors: a return that our model considers plausible would violate all sorts of constraints by a huge margin: the total value of all goods and services the world produces is ~$\\$10^9$, so we might reasonably *not* expect any returns above that magnitude.\n", "\n", "That said, we get somewhat reasonable results fitting this model anyways, and it is standard, so we leave it as is." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 4))\n", "returns[\"change\"].plot(ax=ax, lw=1, color=\"black\")\n", "ax.plot(\n", " prior_predictive[\"returns\"][:, 0::10],\n", " \"g\",\n", " alpha=0.5,\n", " lw=1,\n", " zorder=-10,\n", ")\n", "\n", "max_observed, max_simulated = np.max(np.abs(returns[\"change\"])), np.max(\n", " np.abs(prior_predictive[\"returns\"].values)\n", ")\n", "ax.set_title(f\"Maximum observed: {max_observed:.2g}\\nMaximum simulated: {max_simulated:.2g}(!)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fit Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we are happy with our model, we can sample from the posterior. This is a somewhat tricky model to fit even with NUTS, so we sample and tune a little longer than default." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 01:52<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 113 seconds.\n" ] } ], "source": [ "with stochastic_vol_model:\n", " idata.extend(pm.sample(random_seed=rng))\n", "\n", "posterior = az.extract(idata)\n", "posterior[\"exp_volatility\"] = np.exp(posterior[\"volatility\"])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [4000/4000 00:00<00:00]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with stochastic_vol_model:\n", " idata.extend(pm.sample_posterior_predictive(idata, random_seed=rng))\n", "\n", "posterior_predictive = az.extract(idata, group=\"posterior_predictive\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the `step_size` parameter does not look perfect: the different chains look somewhat different. This again indicates some weakness in our model: it may make sense to allow the step_size to change over time, especially over this 11 year time span." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata, var_names=[\"step_size\", \"nu\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can look at our posterior estimates of the volatility in S&P 500 returns over time." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14, 4))\n", "\n", "y_vals = posterior[\"exp_volatility\"]\n", "x_vals = y_vals.time.astype(np.datetime64)\n", "\n", "plt.plot(x_vals, y_vals, \"k\", alpha=0.002)\n", "ax.set_xlim(x_vals.min(), x_vals.max())\n", "ax.set_ylim(bottom=0)\n", "ax.set(title=\"Estimated volatility over time\", xlabel=\"Date\", ylabel=\"Volatility\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can use the posterior predictive distribution to see the how the learned volatility could have effected returns." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, figsize=(14, 7), sharex=True)\n", "returns[\"change\"].plot(ax=axes[0], color=\"black\")\n", "\n", "axes[1].plot(posterior[\"exp_volatility\"], \"r\", alpha=0.5)\n", "axes[0].plot(\n", " posterior_predictive[\"returns\"],\n", " \"g\",\n", " alpha=0.5,\n", " zorder=-10,\n", ")\n", "axes[0].set_title(\"True log returns (black) and posterior predictive log returns (green)\")\n", "axes[1].set_title(\"Posterior volatility\");" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Sun Feb 05 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.10.9\n", "IPython version : 8.9.0\n", "\n", "pytensor: 2.8.11\n", "aeppl : not installed\n", "xarray : 2023.1.0\n", "\n", "arviz : 0.14.0\n", "pymc : 5.0.1\n", "matplotlib: 3.6.3\n", "numpy : 1.24.1\n", "pandas : 1.5.3\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,aeppl,xarray" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "* Written by John Salvatier\n", "* Updated by Kyle Meyer\n", "* Updated by Thomas Wiecki\n", "* Updated by Chris Fonnesbeck\n", "* Updated by Aaron Maxwell on May 18, 2018 ([pymc#2978](https://github.com/pymc-devs/pymc/pull/2978))\n", "* Updated by Colin Carroll on November 16, 2019 ([pymc#3682](https://github.com/pymc-devs/pymc/pull/3682))\n", "* Updated by Abhipsha Das on July 24, 2021 ([pymc-examples#155](https://github.com/pymc-devs/pymc-examples/pull/155))\n", "* Updated by Michael Osthege on June 1, 2022 ([pymc-examples#343](https://github.com/pymc-devs/pymc-examples/pull/343))\n", "* Updated by Christopher Krapu on June 17, 2022 ([pymc-examples#378](https://github.com/pymc-devs/pymc-examples/pull/378))\n", "* Updated for compatibility with PyMC v5 by Beryl Kanali and Sangam Swadik on Jan 22, 2023 ([pymc-examples#517](https://github.com/pymc-devs/pymc-examples/pull/517))\n", "* Updated by [Benjamin T. Vincent](https://github.com/drbenvincent) to use `az.extract` ([pymc-examples#522](https://github.com/pymc-devs/pymc-examples/pull/522))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "pymc_env", "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": "3.10.9" }, "vscode": { "interpreter": { "hash": "087adf61916f8b9a562e3919cc7201fe0599d07c87f54bc57443476208d67f09" } } }, "nbformat": 4, "nbformat_minor": 4 }