{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exponential smoothing\n", "\n", "Let us consider chapter 7 of the excellent treatise on the subject of Exponential Smoothing By Hyndman and Athanasopoulos [1].\n", "We will work through all the examples in the chapter as they unfold.\n", "\n", "[1] [Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice. OTexts, 2014.](https://www.otexts.org/fpp/7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data\n", "\n", "First we load some data. We have included the R data in the notebook for expedience." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:15.020317Z", "start_time": "2017-12-07T12:39:14.263100Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:05:56.253399Z", "iopub.status.busy": "2026-08-27T07:05:56.253083Z", "iopub.status.idle": "2026-08-27T07:06:00.061730Z", "shell.execute_reply": "2026-08-27T07:06:00.060841Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from statsmodels.tsa.api import ExponentialSmoothing, Holt, SimpleExpSmoothing\n", "\n", "%matplotlib inline\n", "\n", "data = [\n", " 446.6565,\n", " 454.4733,\n", " 455.663,\n", " 423.6322,\n", " 456.2713,\n", " 440.5881,\n", " 425.3325,\n", " 485.1494,\n", " 506.0482,\n", " 526.792,\n", " 514.2689,\n", " 494.211,\n", "]\n", "index = pd.date_range(start=\"1996\", end=\"2008\", freq=\"YE\")\n", "oildata = pd.Series(data, index)\n", "\n", "data = [\n", " 17.5534,\n", " 21.86,\n", " 23.8866,\n", " 26.9293,\n", " 26.8885,\n", " 28.8314,\n", " 30.0751,\n", " 30.9535,\n", " 30.1857,\n", " 31.5797,\n", " 32.5776,\n", " 33.4774,\n", " 39.0216,\n", " 41.3864,\n", " 41.5966,\n", "]\n", "index = pd.date_range(start=\"1990\", end=\"2005\", freq=\"YE\")\n", "air = pd.Series(data, index)\n", "\n", "data = [\n", " 263.9177,\n", " 268.3072,\n", " 260.6626,\n", " 266.6394,\n", " 277.5158,\n", " 283.834,\n", " 290.309,\n", " 292.4742,\n", " 300.8307,\n", " 309.2867,\n", " 318.3311,\n", " 329.3724,\n", " 338.884,\n", " 339.2441,\n", " 328.6006,\n", " 314.2554,\n", " 314.4597,\n", " 321.4138,\n", " 329.7893,\n", " 346.3852,\n", " 352.2979,\n", " 348.3705,\n", " 417.5629,\n", " 417.1236,\n", " 417.7495,\n", " 412.2339,\n", " 411.9468,\n", " 394.6971,\n", " 401.4993,\n", " 408.2705,\n", " 414.2428,\n", "]\n", "index = pd.date_range(start=\"1970\", end=\"2001\", freq=\"YE\")\n", "livestock2 = pd.Series(data, index)\n", "\n", "data = [407.9979, 403.4608, 413.8249, 428.105, 445.3387, 452.9942, 455.7402]\n", "index = pd.date_range(start=\"2001\", end=\"2008\", freq=\"YE\")\n", "livestock3 = pd.Series(data, index)\n", "\n", "data = [\n", " 41.7275,\n", " 24.0418,\n", " 32.3281,\n", " 37.3287,\n", " 46.2132,\n", " 29.3463,\n", " 36.4829,\n", " 42.9777,\n", " 48.9015,\n", " 31.1802,\n", " 37.7179,\n", " 40.4202,\n", " 51.2069,\n", " 31.8872,\n", " 40.9783,\n", " 43.7725,\n", " 55.5586,\n", " 33.8509,\n", " 42.0764,\n", " 45.6423,\n", " 59.7668,\n", " 35.1919,\n", " 44.3197,\n", " 47.9137,\n", "]\n", "index = pd.period_range(start=\"2005Q1\", end=\"2010Q4\", freq=\"Q-OCT\")\n", "aust = pd.Series(data, index=index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple Exponential Smoothing\n", "Lets use Simple Exponential Smoothing to forecast the below oil data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:15.189907Z", "start_time": "2017-12-07T12:39:15.022229Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:00.065670Z", "iopub.status.busy": "2026-08-27T07:06:00.065376Z", "iopub.status.idle": "2026-08-27T07:06:00.400086Z", "shell.execute_reply": "2026-08-27T07:06:00.399615Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.1: Oil production in Saudi Arabia from 1996 to 2007.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = oildata.plot()\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Oil (millions of tonnes)\")\n", "print(\"Figure 7.1: Oil production in Saudi Arabia from 1996 to 2007.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we run three variants of simple exponential smoothing:\n", "1. In ```fit1``` we do not use the auto optimization but instead choose to explicitly provide the model with the $\\alpha=0.2$ parameter\n", "2. In ```fit2``` as above we choose an $\\alpha=0.6$\n", "3. In ```fit3``` we allow statsmodels to automatically find an optimized $\\alpha$ value for us. This is the recommended approach." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:15.785068Z", "start_time": "2017-12-07T12:39:15.191930Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:00.405605Z", "iopub.status.busy": "2026-08-27T07:06:00.405404Z", "iopub.status.idle": "2026-08-27T07:06:00.910920Z", "shell.execute_reply": "2026-08-27T07:06:00.909879Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit1 = SimpleExpSmoothing(oildata, initialization_method=\"heuristic\").fit(\n", " smoothing_level=0.2, optimized=False\n", ")\n", "fcast1 = fit1.forecast(3).rename(r\"$\\alpha=0.2$\")\n", "fit2 = SimpleExpSmoothing(oildata, initialization_method=\"heuristic\").fit(\n", " smoothing_level=0.6, optimized=False\n", ")\n", "fcast2 = fit2.forecast(3).rename(r\"$\\alpha=0.6$\")\n", "fit3 = SimpleExpSmoothing(oildata, initialization_method=\"estimated\").fit()\n", "fcast3 = fit3.forecast(3).rename(\n", " r\"$\\alpha={}$\".format(fit3.model.params[\"smoothing_level\"])\n", ")\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(oildata, marker=\"o\", color=\"black\")\n", "plt.plot(fit1.fittedvalues, marker=\"o\", color=\"blue\")\n", "(line1,) = plt.plot(fcast1, marker=\"o\", color=\"blue\")\n", "plt.plot(fit2.fittedvalues, marker=\"o\", color=\"red\")\n", "(line2,) = plt.plot(fcast2, marker=\"o\", color=\"red\")\n", "plt.plot(fit3.fittedvalues, marker=\"o\", color=\"green\")\n", "(line3,) = plt.plot(fcast3, marker=\"o\", color=\"green\")\n", "plt.legend([line1, line2, line3], [fcast1.name, fcast2.name, fcast3.name])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Holt's Method\n", "\n", "Lets take a look at another example.\n", "This time we use air pollution data and the Holt's Method.\n", "We will fit three examples again.\n", "1. In ```fit1``` we again choose not to use the optimizer and provide explicit values for $\\alpha=0.8$ and $\\beta=0.2$\n", "2. In ```fit2``` we do the same as in ```fit1``` but choose to use an exponential model rather than a Holt's additive model.\n", "3. In ```fit3``` we used a damped versions of the Holt's additive model but allow the dampening parameter $\\phi$ to be optimized while fixing the values for $\\alpha=0.8$ and $\\beta=0.2$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:16.114361Z", "start_time": "2017-12-07T12:39:15.786542Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:00.915654Z", "iopub.status.busy": "2026-08-27T07:06:00.915457Z", "iopub.status.idle": "2026-08-27T07:06:01.570689Z", "shell.execute_reply": "2026-08-27T07:06:01.569409Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit1 = Holt(air, initialization_method=\"estimated\").fit(\n", " smoothing_level=0.8, smoothing_trend=0.2, optimized=False\n", ")\n", "fcast1 = fit1.forecast(5).rename(\"Holt's linear trend\")\n", "fit2 = Holt(air, exponential=True, initialization_method=\"estimated\").fit(\n", " smoothing_level=0.8, smoothing_trend=0.2, optimized=False\n", ")\n", "fcast2 = fit2.forecast(5).rename(\"Exponential trend\")\n", "fit3 = Holt(air, damped_trend=True, initialization_method=\"estimated\").fit(\n", " smoothing_level=0.8, smoothing_trend=0.2\n", ")\n", "fcast3 = fit3.forecast(5).rename(\"Additive damped trend\")\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.plot(air, marker=\"o\", color=\"black\")\n", "plt.plot(fit1.fittedvalues, color=\"blue\")\n", "(line1,) = plt.plot(fcast1, marker=\"o\", color=\"blue\")\n", "plt.plot(fit2.fittedvalues, color=\"red\")\n", "(line2,) = plt.plot(fcast2, marker=\"o\", color=\"red\")\n", "plt.plot(fit3.fittedvalues, color=\"green\")\n", "(line3,) = plt.plot(fcast3, marker=\"o\", color=\"green\")\n", "plt.legend([line1, line2, line3], [fcast1.name, fcast2.name, fcast3.name])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seasonally adjusted data\n", "Lets look at some seasonally adjusted livestock data. We fit five Holt's models.\n", "The below table allows us to compare results when we use exponential versus additive and damped versus non-damped.\n", " \n", "Note: ```fit4``` does not allow the parameter $\\phi$ to be optimized by providing a fixed value of $\\phi=0.98$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:16.605618Z", "start_time": "2017-12-07T12:39:16.116424Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:01.574494Z", "iopub.status.busy": "2026-08-27T07:06:01.574242Z", "iopub.status.idle": "2026-08-27T07:06:02.171060Z", "shell.execute_reply": "2026-08-27T07:06:02.170598Z" } }, "outputs": [ { "data": { "text/html": [ "
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SESHolt'sExponentialAdditiveMultiplicative
$\\alpha$1.0000000.9743060.9776330.9788490.974910
$\\beta$NaN0.0000000.0000000.0000000.000000
$\\phi$NaNNaNNaN0.9800000.981646
$l_0$263.917719258.882629260.341566257.357767258.951801
$b_0$NaN5.0107921.0137806.6445561.038144
SSE6761.3502356004.1382006104.1947466036.5550046081.995045
\n", "
" ], "text/plain": [ " SES Holt's Exponential Additive Multiplicative\n", "$\\alpha$ 1.000000 0.974306 0.977633 0.978849 0.974910\n", "$\\beta$ NaN 0.000000 0.000000 0.000000 0.000000\n", "$\\phi$ NaN NaN NaN 0.980000 0.981646\n", "$l_0$ 263.917719 258.882629 260.341566 257.357767 258.951801\n", "$b_0$ NaN 5.010792 1.013780 6.644556 1.038144\n", "SSE 6761.350235 6004.138200 6104.194746 6036.555004 6081.995045" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit1 = SimpleExpSmoothing(livestock2, initialization_method=\"estimated\").fit()\n", "fit2 = Holt(livestock2, initialization_method=\"estimated\").fit()\n", "fit3 = Holt(livestock2, exponential=True, initialization_method=\"estimated\").fit()\n", "fit4 = Holt(livestock2, damped_trend=True, initialization_method=\"estimated\").fit(\n", " damping_trend=0.98\n", ")\n", "fit5 = Holt(\n", " livestock2, exponential=True, damped_trend=True, initialization_method=\"estimated\"\n", ").fit()\n", "params = [\n", " \"smoothing_level\",\n", " \"smoothing_trend\",\n", " \"damping_trend\",\n", " \"initial_level\",\n", " \"initial_trend\",\n", "]\n", "results = pd.DataFrame(\n", " index=[r\"$\\alpha$\", r\"$\\beta$\", r\"$\\phi$\", r\"$l_0$\", \"$b_0$\", \"SSE\"],\n", " columns=[\"SES\", \"Holt's\", \"Exponential\", \"Additive\", \"Multiplicative\"],\n", ")\n", "results[\"SES\"] = [fit1.params[p] for p in params] + [fit1.sse]\n", "results[\"Holt's\"] = [fit2.params[p] for p in params] + [fit2.sse]\n", "results[\"Exponential\"] = [fit3.params[p] for p in params] + [fit3.sse]\n", "results[\"Additive\"] = [fit4.params[p] for p in params] + [fit4.sse]\n", "results[\"Multiplicative\"] = [fit5.params[p] for p in params] + [fit5.sse]\n", "results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots of Seasonally Adjusted Data\n", "The following plots allow us to evaluate the level and slope/trend components of the above table's fits." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:17.105928Z", "start_time": "2017-12-07T12:39:16.607306Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:02.176977Z", "iopub.status.busy": "2026-08-27T07:06:02.176777Z", "iopub.status.idle": "2026-08-27T07:06:02.719740Z", "shell.execute_reply": "2026-08-27T07:06:02.719293Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.4: Level and slope components for Holt's linear trend method and the additive damped trend method.\n" ] } ], "source": [ "for fit in [fit2, fit4]:\n", " pd.DataFrame(np.c_[fit.level, fit.trend]).rename(\n", " columns={0: \"level\", 1: \"slope\"}\n", " ).plot(subplots=True)\n", "plt.show()\n", "print(\n", " \"Figure 7.4: Level and slope components for Holt's linear trend method and the additive damped trend method.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison\n", "Here we plot a comparison Simple Exponential Smoothing and Holt's Methods for various additive, exponential and damped combinations. All of the models parameters will be optimized by statsmodels." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:18.038995Z", "start_time": "2017-12-07T12:39:17.108323Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:02.722433Z", "iopub.status.busy": "2026-08-27T07:06:02.722236Z", "iopub.status.idle": "2026-08-27T07:06:04.026206Z", "shell.execute_reply": "2026-08-27T07:06:04.023665Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.5: Forecasting livestock, sheep in Asia: comparing forecasting performance of non-seasonal methods.\n" ] } ], "source": [ "fit1 = SimpleExpSmoothing(livestock2, initialization_method=\"estimated\").fit()\n", "fcast1 = fit1.forecast(9).rename(\"SES\")\n", "fit2 = Holt(livestock2, initialization_method=\"estimated\").fit()\n", "fcast2 = fit2.forecast(9).rename(\"Holt's\")\n", "fit3 = Holt(livestock2, exponential=True, initialization_method=\"estimated\").fit()\n", "fcast3 = fit3.forecast(9).rename(\"Exponential\")\n", "fit4 = Holt(livestock2, damped_trend=True, initialization_method=\"estimated\").fit(\n", " damping_trend=0.98\n", ")\n", "fcast4 = fit4.forecast(9).rename(\"Additive Damped\")\n", "fit5 = Holt(\n", " livestock2, exponential=True, damped_trend=True, initialization_method=\"estimated\"\n", ").fit()\n", "fcast5 = fit5.forecast(9).rename(\"Multiplicative Damped\")\n", "\n", "ax = livestock2.plot(color=\"black\", marker=\"o\", figsize=(12, 8))\n", "livestock3.plot(ax=ax, color=\"black\", marker=\"o\", legend=False)\n", "fcast1.plot(ax=ax, color=\"red\", legend=True)\n", "fcast2.plot(ax=ax, color=\"green\", legend=True)\n", "fcast3.plot(ax=ax, color=\"blue\", legend=True)\n", "fcast4.plot(ax=ax, color=\"cyan\", legend=True)\n", "fcast5.plot(ax=ax, color=\"magenta\", legend=True)\n", "ax.set_ylabel(\"Livestock, sheep in Asia (millions)\")\n", "plt.show()\n", "print(\n", " \"Figure 7.5: Forecasting livestock, sheep in Asia: comparing forecasting performance of non-seasonal methods.\"\n", ")" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-10-05T09:40:15.958575Z", "start_time": "2017-10-05T09:40:15.615Z" } }, "source": [ "## Holt's Winters Seasonal\n", "Finally we are able to run full Holt's Winters Seasonal Exponential Smoothing including a trend component and a seasonal component.\n", "statsmodels allows for all the combinations including as shown in the examples below:\n", "1. ```fit1``` additive trend, additive seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n", "1. ```fit2``` additive trend, multiplicative seasonal of period ```season_length=4``` and the use of a Box-Cox transformation..\n", "1. ```fit3``` additive damped trend, additive seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n", "1. ```fit4``` additive damped trend, multiplicative seasonal of period ```season_length=4``` and the use of a Box-Cox transformation.\n", "\n", "The plot shows the results and forecast for ```fit1``` and ```fit2```.\n", "The table allows us to compare the results and parameterizations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:28.375871Z", "start_time": "2017-12-07T12:39:18.040674Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:04.028170Z", "iopub.status.busy": "2026-08-27T07:06:04.027959Z", "iopub.status.idle": "2026-08-27T07:06:06.296673Z", "shell.execute_reply": "2026-08-27T07:06:06.296175Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 7.6: Forecasting international visitor nights in Australia using Holt-Winters method with both additive and multiplicative seasonality.\n" ] }, { "data": { "text/html": [ "
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AdditiveMultiplicativeAdditive DamMultiplica Dam
$\\alpha$1.490116e-081.490116e-081.490116e-081.490116e-08
$\\beta$1.479706e-081.480632e-086.360111e-094.920078e-09
$\\phi$NaNNaN9.430362e-019.536081e-01
$\\gamma$0.000000e+000.000000e+000.000000e+000.000000e+00
$l_0$1.119347e+011.140986e+011.084019e+011.142927e+01
$b_0$1.205403e-011.236509e-012.456902e-012.280611e-01
SSE4.402741e+013.611258e+013.527644e+013.062012e+01
\n", "
" ], "text/plain": [ " Additive Multiplicative Additive Dam Multiplica Dam\n", "$\\alpha$ 1.490116e-08 1.490116e-08 1.490116e-08 1.490116e-08\n", "$\\beta$ 1.479706e-08 1.480632e-08 6.360111e-09 4.920078e-09\n", "$\\phi$ NaN NaN 9.430362e-01 9.536081e-01\n", "$\\gamma$ 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00\n", "$l_0$ 1.119347e+01 1.140986e+01 1.084019e+01 1.142927e+01\n", "$b_0$ 1.205403e-01 1.236509e-01 2.456902e-01 2.280611e-01\n", "SSE 4.402741e+01 3.611258e+01 3.527644e+01 3.062012e+01" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit1 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit2 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit3 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " damped_trend=True,\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit4 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " damped_trend=True,\n", " use_boxcox=True,\n", " initialization_method=\"estimated\",\n", ").fit()\n", "results = pd.DataFrame(\n", " index=[r\"$\\alpha$\", r\"$\\beta$\", r\"$\\phi$\", r\"$\\gamma$\", r\"$l_0$\", \"$b_0$\", \"SSE\"]\n", ")\n", "params = [\n", " \"smoothing_level\",\n", " \"smoothing_trend\",\n", " \"damping_trend\",\n", " \"smoothing_seasonal\",\n", " \"initial_level\",\n", " \"initial_trend\",\n", "]\n", "results[\"Additive\"] = [fit1.params[p] for p in params] + [fit1.sse]\n", "results[\"Multiplicative\"] = [fit2.params[p] for p in params] + [fit2.sse]\n", "results[\"Additive Dam\"] = [fit3.params[p] for p in params] + [fit3.sse]\n", "results[\"Multiplica Dam\"] = [fit4.params[p] for p in params] + [fit4.sse]\n", "\n", "ax = aust.plot(\n", " figsize=(10, 6),\n", " marker=\"o\",\n", " color=\"black\",\n", " title=\"Forecasts from Holt-Winters' multiplicative method\",\n", ")\n", "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n", "ax.set_xlabel(\"Year\")\n", "fit1.fittedvalues.plot(ax=ax, style=\"--\", color=\"red\")\n", "fit2.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n", "\n", "fit1.forecast(8).rename(\"Holt-Winters (add-add-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"red\", legend=True\n", ")\n", "fit2.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n", ")\n", "\n", "plt.show()\n", "print(\n", " \"Figure 7.6: Forecasting international visitor nights in Australia using Holt-Winters method with both additive and multiplicative seasonality.\"\n", ")\n", "\n", "results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Internals\n", "It is possible to get at the internals of the Exponential Smoothing models. \n", "\n", "Here we show some tables that allow you to view side by side the original values $y_t$, the level $l_t$, the trend $b_t$, the season $s_t$ and the fitted values $\\hat{y}_t$. Note that these values only have meaningful values in the space of your original data if the fit is performed without a Box-Cox transformation." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T07:06:06.302687Z", "iopub.status.busy": "2026-08-27T07:06:06.302478Z", "iopub.status.idle": "2026-08-27T07:06:06.668564Z", "shell.execute_reply": "2026-08-27T07:06:06.668015Z" } }, "outputs": [], "source": [ "fit1 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"add\",\n", " initialization_method=\"estimated\",\n", ").fit()\n", "fit2 = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " initialization_method=\"estimated\",\n", ").fit()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:28.399765Z", "start_time": "2017-12-07T12:39:28.377215Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:06.673694Z", "iopub.status.busy": "2026-08-27T07:06:06.673342Z", "iopub.status.idle": "2026-08-27T07:06:06.687392Z", "shell.execute_reply": "2026-08-27T07:06:06.686142Z" } }, "outputs": [], "source": [ "df = pd.DataFrame(\n", " np.c_[aust, fit1.level, fit1.trend, fit1.season, fit1.fittedvalues],\n", " columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n", " index=aust.index,\n", ")\n", "forecasts = fit1.forecast(8).rename(r\"$\\hat{y}_t$\").to_frame()\n", "df = pd.concat([df, forecasts], axis=0, sort=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:28.574783Z", "start_time": "2017-12-07T12:39:28.401234Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:06.689783Z", "iopub.status.busy": "2026-08-27T07:06:06.689063Z", "iopub.status.idle": "2026-08-27T07:06:06.704369Z", "shell.execute_reply": "2026-08-27T07:06:06.703162Z" } }, "outputs": [], "source": [ "df = pd.DataFrame(\n", " np.c_[aust, fit2.level, fit2.trend, fit2.season, fit2.fittedvalues],\n", " columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n", " index=aust.index,\n", ")\n", "forecasts = fit2.forecast(8).rename(r\"$\\hat{y}_t$\").to_frame()\n", "df = pd.concat([df, forecasts], axis=0, sort=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally lets look at the levels, slopes/trends and seasonal components of the models." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-12-07T12:39:29.636548Z", "start_time": "2017-12-07T12:39:28.576279Z" }, "execution": { "iopub.execute_input": "2026-08-27T07:06:06.708720Z", "iopub.status.busy": "2026-08-27T07:06:06.708535Z", "iopub.status.idle": "2026-08-27T07:06:08.277397Z", "shell.execute_reply": "2026-08-27T07:06:08.276864Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "states1 = pd.DataFrame(\n", " np.c_[fit1.level, fit1.trend, fit1.season],\n", " columns=[\"level\", \"slope\", \"seasonal\"],\n", " index=aust.index,\n", ")\n", "states2 = pd.DataFrame(\n", " np.c_[fit2.level, fit2.trend, fit2.season],\n", " columns=[\"level\", \"slope\", \"seasonal\"],\n", " index=aust.index,\n", ")\n", "fig, [[ax1, ax4], [ax2, ax5], [ax3, ax6]] = plt.subplots(3, 2, figsize=(12, 8))\n", "states1[[\"level\"]].plot(ax=ax1)\n", "states1[[\"slope\"]].plot(ax=ax2)\n", "states1[[\"seasonal\"]].plot(ax=ax3)\n", "states2[[\"level\"]].plot(ax=ax4)\n", "states2[[\"slope\"]].plot(ax=ax5)\n", "states2[[\"seasonal\"]].plot(ax=ax6)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulations and Confidence Intervals\n", "\n", "By using a state space formulation, we can perform simulations of future values. The mathematical details are described in Hyndman and Athanasopoulos [2] and in the documentation of `HoltWintersResults.simulate`.\n", "\n", "Similar to the example in [2], we use the model with additive trend, multiplicative seasonality, and multiplicative error. We simulate up to 8 steps into the future, and perform 1000 simulations. As can be seen in the below figure, the simulations match the forecast values quite well.\n", "\n", "[2] [Hyndman, Rob J., and George Athanasopoulos. Forecasting: principles and practice, 2nd edition. OTexts, 2018.](https://otexts.com/fpp2/ets.html)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T07:06:08.282387Z", "iopub.status.busy": "2026-08-27T07:06:08.280189Z", "iopub.status.idle": "2026-08-27T07:06:09.795986Z", "shell.execute_reply": "2026-08-27T07:06:09.794466Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " initialization_method=\"estimated\",\n", ").fit()\n", "simulations = fit.simulate(8, repetitions=100, error=\"mul\")\n", "\n", "ax = aust.plot(\n", " figsize=(10, 6),\n", " marker=\"o\",\n", " color=\"black\",\n", " title=\"Forecasts and simulations from Holt-Winters' multiplicative method\",\n", ")\n", "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n", "ax.set_xlabel(\"Year\")\n", "fit.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n", "simulations.plot(ax=ax, style=\"-\", alpha=0.05, color=\"grey\", legend=False)\n", "fit.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulations can also be started at different points in time, and there are multiple options for choosing the random noise." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-08-27T07:06:09.801517Z", "iopub.status.busy": "2026-08-27T07:06:09.801309Z", "iopub.status.idle": "2026-08-27T07:06:10.881683Z", "shell.execute_reply": "2026-08-27T07:06:10.881172Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit = ExponentialSmoothing(\n", " aust,\n", " seasonal_periods=4,\n", " trend=\"add\",\n", " seasonal=\"mul\",\n", " initialization_method=\"estimated\",\n", ").fit()\n", "simulations = fit.simulate(\n", " 16,\n", " anchor=pd.Period(\"2009Q1\", freq=\"Q-OCT\"),\n", " repetitions=100,\n", " error=\"mul\",\n", " random_errors=\"bootstrap\",\n", ")\n", "\n", "ax = aust.plot(\n", " figsize=(10, 6),\n", " marker=\"o\",\n", " color=\"black\",\n", " title=\"Forecasts and simulations from Holt-Winters' multiplicative method\",\n", ")\n", "ax.set_ylabel(\"International visitor night in Australia (millions)\")\n", "ax.set_xlabel(\"Year\")\n", "fit.fittedvalues.plot(ax=ax, style=\"--\", color=\"green\")\n", "simulations.plot(ax=ax, style=\"-\", alpha=0.05, color=\"grey\", legend=False)\n", "fit.forecast(8).rename(\"Holt-Winters (add-mul-seasonal)\").plot(\n", " ax=ax, style=\"--\", marker=\"o\", color=\"green\", legend=True\n", ")\n", "plt.show()" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "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": "3.14.7" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "colors": { "hover_highlight": "#DAA520", "navigate_num": "#000000", "navigate_text": "#333333", "running_highlight": "#FF0000", "selected_highlight": "#FFD700", "sidebar_border": "#EEEEEE", "wrapper_background": "#FFFFFF" }, "moveMenuLeft": true, "nav_menu": { "height": "98px", "width": "252px" }, "navigate_menu": true, "number_sections": false, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_section_display": "block", "toc_window_display": true, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 4 }