{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Volatility Forecasting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_This setup code is required to run in an IPython notebook_" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set_style(\"darkgrid\")\n", "plt.rc(\"figure\", figsize=(16, 6))\n", "plt.rc(\"savefig\", dpi=90)\n", "plt.rc(\"font\", family=\"sans-serif\")\n", "plt.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data\n", "These examples make use of S&P 500 data from Yahoo! that is available from `arch.data.sp500`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import datetime as dt\n", "import sys\n", "\n", "import arch.data.sp500\n", "import numpy as np\n", "import pandas as pd\n", "from arch import arch_model\n", "\n", "data = arch.data.sp500.load()\n", "market = data[\"Adj Close\"]\n", "returns = 100 * market.pct_change().dropna()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic Forecasting\n", "Forecasts can be generated for standard GARCH(p,q) processes using any of the three forecast generation methods:\n", "\n", "* Analytical\n", "* Simulation-based\n", "* Bootstrap-based\n", "\n", "Be default forecasts will only be produced for the final observation in the sample so that they are out-of-sample.\n", "\n", "Forecasts start with specifying the model and estimating parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration: 5, Func. Count: 35, Neg. LLF: 6970.2779565773335\n", "Iteration: 10, Func. Count: 63, Neg. LLF: 6936.718477482076\n", "Optimization terminated successfully (Exit mode 0)\n", " Current function value: 6936.718476988951\n", " Iterations: 11\n", " Function evaluations: 68\n", " Gradient evaluations: 11\n" ] } ], "source": [ "am = arch_model(returns, vol=\"Garch\", p=1, o=0, q=1, dist=\"Normal\")\n", "res = am.fit(update_freq=5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "forecasts = res.forecast()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forecasts are contained in an `ARCHModelForecast` object which has 4 attributes:\n", "\n", "* `mean` - The forecast means\n", "* `residual_variance` - The forecast residual variances, that is $E_t[\\epsilon_{t+h}^2]$\n", "* `variance` - The forecast variance of the process, $E_t[r_{t+h}^2]$. The variance will differ from the residual variance whenever the model has mean dynamics, e.g., in an AR process.\n", "* `simulations` - An object that contains detailed information about the simulations used to generate forecasts. Only used if the forecast `method` is set to `'simulation'` or `'bootstrap'`. If using `'analytical'` (the default), this is `None`.\n", "\n", "The three main outputs are all returned in `DataFrame`s with columns of the form `h.#` where `#` is the number of steps ahead. That is, `h.1` corresponds to one-step ahead forecasts while `h.10` corresponds to 10-steps ahead.\n", "\n", "The default forecast only produces 1-step ahead forecasts." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " h.1\n", "Date \n", "2018-12-31 0.056353\n", " h.1\n", "Date \n", "2018-12-31 3.59647\n", " h.1\n", "Date \n", "2018-12-31 3.59647\n" ] } ], "source": [ "print(forecasts.mean.iloc[-3:])\n", "print(forecasts.residual_variance.iloc[-3:])\n", "print(forecasts.variance.iloc[-3:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Longer horizon forecasts can be computed by passing the parameter `horizon`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " h.1 h.2 h.3 h.4 h.5\n", "Date \n", "2018-12-31 3.59647 3.568502 3.540887 3.513621 3.486701\n" ] } ], "source": [ "forecasts = res.forecast(horizon=5)\n", "print(forecasts.residual_variance.iloc[-3:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternative Forecast Generation Schemes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fixed Window Forecasting\n", "\n", "Fixed-windows forecasting uses data up to a specified date to generate all forecasts after that date. This can be implemented by passing the entire data in when initializing the model and then using ``last_obs`` when calling ``fit``. ``forecast()`` will, by default, produce forecasts after this final date.\n", "\n", "**Note** ``last_obs`` follow Python sequence rules so that the actual date in ``last_obs`` is not in the sample." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration: 5, Func. Count: 34, Neg. LLF: 4578.713295409127\n", "Iteration: 10, Func. Count: 63, Neg. LLF: 4555.338451419905\n", "Optimization terminated successfully (Exit mode 0)\n", " Current function value: 4555.285110045323\n", " Iterations: 14\n", " Function evaluations: 83\n", " Gradient evaluations: 14\n", " h.1 h.2 h.3 h.4 h.5\n", "Date \n", "2010-12-31 0.381757 0.390905 0.399988 0.409008 0.417964\n", "2011-01-03 0.451724 0.460381 0.468976 0.477512 0.485987\n", "2011-01-04 0.428416 0.437236 0.445994 0.454691 0.463326\n", "2011-01-05 0.420554 0.429429 0.438242 0.446993 0.455683\n", "2011-01-06 0.402483 0.411486 0.420425 0.429301 0.438115\n" ] } ], "source": [ "res = am.fit(last_obs=\"2011-1-1\", update_freq=5)\n", "forecasts = res.forecast(horizon=5)\n", "print(forecasts.variance.dropna().head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rolling Window Forecasting\n", "\n", "Rolling window forecasts use a fixed sample length and then produce one-step from the final observation. These can be implemented using ``first_obs`` and ``last_obs``." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "....................\n", " h.1 h.2 h.3\n", "2009-12-31 0.615314 0.621743 0.628133\n", "2010-01-04 0.751747 0.757343 0.762905\n", "2010-01-05 0.710453 0.716315 0.722142\n", "2010-01-06 0.666244 0.672346 0.678411\n", "2010-01-07 0.634424 0.640706 0.646949\n", "2010-01-08 0.600109 0.606595 0.613040\n", "2010-01-11 0.565514 0.572212 0.578869\n", "2010-01-12 0.599561 0.606051 0.612501\n", "2010-01-13 0.608309 0.614748 0.621148\n", "2010-01-14 0.575065 0.581756 0.588406\n", "2010-01-15 0.629890 0.636245 0.642561\n", "2010-01-19 0.695074 0.701042 0.706974\n", "2010-01-20 0.737154 0.742908 0.748627\n", "2010-01-21 0.954167 0.958725 0.963255\n", "2010-01-22 1.253453 1.256401 1.259332\n", "2010-01-25 1.178691 1.182043 1.185374\n", "2010-01-26 1.112205 1.115886 1.119545\n", "2010-01-27 1.051295 1.055327 1.059335\n", "2010-01-28 1.085678 1.089512 1.093324\n", "2010-01-29 1.085786 1.089594 1.093378\n" ] } ], "source": [ "index = returns.index\n", "start_loc = 0\n", "end_loc = np.where(index >= \"2010-1-1\")[0].min()\n", "forecasts = {}\n", "for i in range(20):\n", " sys.stdout.write(\".\")\n", " sys.stdout.flush()\n", " res = am.fit(first_obs=i, last_obs=i + end_loc, disp=\"off\")\n", " temp = res.forecast(horizon=3).variance\n", " fcast = temp.iloc[0]\n", " forecasts[fcast.name] = fcast\n", "print()\n", "print(pd.DataFrame(forecasts).T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Recursive Forecast Generation\n", "\n", "Recursive is similar to rolling except that the initial observation does not change. This can be easily implemented by dropping the ``first_obs`` input." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "....................\n", " h.1 h.2 h.3\n", "2009-12-31 0.615314 0.621743 0.628133\n", "2010-01-04 0.751723 0.757321 0.762885\n", "2010-01-05 0.709956 0.715791 0.721591\n", "2010-01-06 0.666057 0.672146 0.678197\n", "2010-01-07 0.634503 0.640776 0.647011\n", "2010-01-08 0.600417 0.606893 0.613329\n", "2010-01-11 0.565684 0.572369 0.579014\n", "2010-01-12 0.599963 0.606438 0.612874\n", "2010-01-13 0.608558 0.614982 0.621366\n", "2010-01-14 0.575020 0.581639 0.588217\n", "2010-01-15 0.629696 0.635989 0.642244\n", "2010-01-19 0.694735 0.700656 0.706541\n", "2010-01-20 0.736509 0.742193 0.747842\n", "2010-01-21 0.952751 0.957246 0.961713\n", "2010-01-22 1.251145 1.254050 1.256936\n", "2010-01-25 1.176864 1.180162 1.183441\n", "2010-01-26 1.110848 1.114497 1.118124\n", "2010-01-27 1.050102 1.054077 1.058028\n", "2010-01-28 1.084669 1.088454 1.092216\n", "2010-01-29 1.085003 1.088783 1.092541\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "index = returns.index\n", "start_loc = 0\n", "end_loc = np.where(index >= \"2010-1-1\")[0].min()\n", "forecasts = {}\n", "for i in range(20):\n", " sys.stdout.write(\".\")\n", " sys.stdout.flush()\n", " res = am.fit(last_obs=i + end_loc, disp=\"off\")\n", " temp = res.forecast(horizon=3).variance\n", " fcast = temp.iloc[0]\n", " forecasts[fcast.name] = fcast\n", "print()\n", "print(pd.DataFrame(forecasts).T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## TARCH" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analytical Forecasts\n", "\n", "All ARCH-type models have one-step analytical forecasts. Longer horizons only have closed forms for specific models. TARCH models do not have closed-form (analytical) forecasts for horizons larger than 1, and so simulation or bootstrapping is required. Attempting to produce forecasts for horizons larger than 1 using `method='analytical'` results in a `ValueError`. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration: 5, Func. Count: 40, Neg. LLF: 6846.48928243015\n", "Iteration: 10, Func. Count: 75, Neg. LLF: 6822.883188650879\n", "Optimization terminated successfully (Exit mode 0)\n", " Current function value: 6822.882823441358\n", " Iterations: 13\n", " Function evaluations: 93\n", " Gradient evaluations: 13\n", "h.1 3.010188\n", "Name: 2018-12-31 00:00:00, dtype: float64\n" ] } ], "source": [ "# TARCH specification\n", "am = arch_model(returns, vol=\"GARCH\", power=2.0, p=1, o=1, q=1)\n", "res = am.fit(update_freq=5)\n", "forecasts = res.forecast()\n", "print(forecasts.variance.iloc[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation Forecasts\n", "\n", "When using simulation- or bootstrap-based forecasts, an additional attribute of an `ARCHModelForecast` object is meaningful -- `simulation`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(16804.0, 17165.0)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(1, 1)\n", "var_2016 = res.conditional_volatility[\"2016\"] ** 2.0\n", "subplot = var_2016.plot(ax=ax, title=\"Conditional Variance\")\n", "subplot.set_xlim(var_2016.index[0], var_2016.index[-1])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = res.forecast(horizon=5, method=\"simulation\")\n", "sims = forecasts.simulations\n", "\n", "x = np.arange(1, 6)\n", "lines = plt.plot(x, sims.residual_variances[-1, ::5].T, color=\"#9cb2d6\", alpha=0.5)\n", "lines[0].set_label(\"Simulated path\")\n", "line = plt.plot(x, forecasts.variance.iloc[-1].values, color=\"#002868\")\n", "line[0].set_label(\"Expected variance\")\n", "plt.gca().set_xticks(x)\n", "plt.gca().set_xlim(1, 5)\n", "legend = plt.legend()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.boxplot(data=sims.variances[-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bootstrap Forecasts\n", "\n", "Bootstrap-based forecasts are nearly identical to simulation-based forecasts except that the values used to simulate the process are computed from historical data rather than using the assumed distribution of the residuals. Forecasts produced using this method also return an `ARCHModelForecastSimulation` containing information about the simulated paths." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = res.forecast(horizon=5, method=\"bootstrap\")\n", "sims = forecasts.simulations\n", "\n", "lines = plt.plot(x, sims.residual_variances[-1, ::5].T, color=\"#9cb2d6\", alpha=0.5)\n", "lines[0].set_label(\"Simulated path\")\n", "line = plt.plot(x, forecasts.variance.iloc[-1].values, color=\"#002868\")\n", "line[0].set_label(\"Expected variance\")\n", "plt.gca().set_xticks(x)\n", "plt.gca().set_xlim(1, 5)\n", "legend = plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Value-at-Risk Forecasting\n", "Value-at-Risk (VaR) forecasts from GARCH models depend on the conditional mean, the conditional volatility and the quantile of the standardized residuals,\n", "\n", "$$VaR_{t+1|t} = -\\mu_{t+1|t} - \\sigma_{t+1|t} q_{\\alpha}$$\n", "\n", "where $q_{\\alpha}$ is the $\\alpha$ quantile of the standardized residuals, e.g., 5%. \n", "\n", "The quantile can be either computed from the estimated model density or computed using the empirical distribution of the standardized residuals. The example below shows both methods." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "am = arch_model(returns, vol=\"Garch\", p=1, o=0, q=1, dist=\"skewt\")\n", "res = am.fit(disp=\"off\", last_obs=\"2017-12-31\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parametric VaR\n", "First, we use the model to estimate the VaR. The quantiles can be computed using the `ppf` method of the distribution attached to the model. The quantiles are printed below.\n", "\n", "**Note**: `forecast` is called with `align=\"target\"` so that the forecasts are already aligned with the target and so do not need further shifting." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-2.64484999 -1.64965918]\n" ] } ], "source": [ "forecasts = res.forecast(align=\"target\")\n", "cond_mean = forecasts.mean[\"2018\":].dropna()\n", "cond_var = forecasts.variance[\"2018\":].dropna()\n", "q = am.distribution.ppf([0.01, 0.05], res.params[-2:])\n", "print(q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we plot the two VaRs along with the returns. The returns that violate the VaR forecasts are highlighted. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "value_at_risk = -cond_mean.values - np.sqrt(cond_var).values * q[None, :]\n", "value_at_risk = pd.DataFrame(value_at_risk, columns=[\"1%\", \"5%\"], index=cond_var.index)\n", "ax = value_at_risk.plot(legend=False)\n", "xl = ax.set_xlim(value_at_risk.index[0], value_at_risk.index[-1])\n", "rets_2018 = returns[\"2018\":].copy()\n", "rets_2018.name = \"S&P 500 Return\"\n", "c = []\n", "for idx in value_at_risk.index:\n", " if rets_2018[idx] > -value_at_risk.loc[idx, \"5%\"]:\n", " c.append(\"#000000\")\n", " elif rets_2018[idx] < -value_at_risk.loc[idx, \"1%\"]:\n", " c.append(\"#BB0000\")\n", " else:\n", " c.append(\"#BB00BB\")\n", "c = np.array(c, dtype=\"object\")\n", "labels = {\n", " \"#BB0000\": \"1% Exceedence\",\n", " \"#BB00BB\": \"5% Exceedence\",\n", " \"#000000\": \"No Exceedence\",\n", "}\n", "markers = {\"#BB0000\": \"x\", \"#BB00BB\": \"s\", \"#000000\": \"o\"}\n", "for color in np.unique(c):\n", " sel = c == color\n", " ax.scatter(\n", " rets_2018.index[sel],\n", " -rets_2018.loc[sel],\n", " marker=markers[color],\n", " c=c[sel],\n", " label=labels[color],\n", " )\n", "ax.set_title(\"Parametric VaR\")\n", "leg = ax.legend(frameon=False, ncol=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtered Historical Simulation\n", "\n", "Next, we use the empirical distribution of the standardized residuals to estimate the quantiles. These values are very similar to those estimated using the assumed distribution. The plot below is identical except for the slightly different quantiles." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.01 -2.668273\n", "0.05 -1.723352\n", "dtype: float64\n" ] } ], "source": [ "std_rets = (returns[:\"2017\"] - res.params[\"mu\"]) / res.conditional_volatility\n", "std_rets = std_rets.dropna()\n", "q = std_rets.quantile([0.01, 0.05])\n", "print(q)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "value_at_risk = -cond_mean.values - np.sqrt(cond_var).values * q.values[None, :]\n", "value_at_risk = pd.DataFrame(value_at_risk, columns=[\"1%\", \"5%\"], index=cond_var.index)\n", "ax = value_at_risk.plot(legend=False)\n", "xl = ax.set_xlim(value_at_risk.index[0], value_at_risk.index[-1])\n", "rets_2018 = returns[\"2018\":].copy()\n", "rets_2018.name = \"S&P 500 Return\"\n", "c = []\n", "for idx in value_at_risk.index:\n", " if rets_2018[idx] > -value_at_risk.loc[idx, \"5%\"]:\n", " c.append(\"#000000\")\n", " elif rets_2018[idx] < -value_at_risk.loc[idx, \"1%\"]:\n", " c.append(\"#BB0000\")\n", " else:\n", " c.append(\"#BB00BB\")\n", "c = np.array(c, dtype=\"object\")\n", "for color in np.unique(c):\n", " sel = c == color\n", " ax.scatter(\n", " rets_2018.index[sel],\n", " -rets_2018.loc[sel],\n", " marker=markers[color],\n", " c=c[sel],\n", " label=labels[color],\n", " )\n", "ax.set_title(\"Filtered Historical Simulation VaR\")\n", "leg = ax.legend(frameon=False, ncol=3)" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 4 }