{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Theta Model\n", "\n", "The Theta model of Assimakopoulos & Nikolopoulos (2000) is a simple method for forecasting the involves fitting two $\\theta$-lines, forecasting the lines using a Simple Exponential Smoother, and then combining the forecasts from the two lines to produce the final forecast. The model is implemented in steps:\n", "\n", "\n", "1. Test for seasonality\n", "2. Deseasonalize if seasonality is detected\n", "3. Estimate $\\alpha$ by fitting an SES model to the data and $b_0$ by OLS.\n", "4. Forecast the series\n", "5. Reseasonalize if the data was deseasonalized.\n", "\n", "The seasonality test examines the ACF at the seasonal lag $m$. If this lag is significantly different from zero, then the data is deseasonalized using `statsmodels.tsa.seasonal_decompose` using either a multiplicative method (default) or additive. \n", "\n", "The parameters of the model are $b_0$ and $\\alpha$ where $b_0$ is estimated from the OLS regression\n", "\n", "$$\n", "X_t = a_0 + b_0 (t-1) + \\epsilon_t\n", "$$\n", "\n", "and $\\alpha$ is the SES smoothing parameter in\n", "\n", "$$\n", "\\tilde{X}_t = (1-\\alpha) X_t + \\alpha \\tilde{X}_{t-1}\n", "$$\n", "\n", "The forecasts are then \n", "\n", "$$\n", " \\hat{X}_{T+h|T} = \\frac{\\theta-1}{\\theta} \\hat{b}_0\n", " \\left[h - 1 + \\frac{1}{\\hat{\\alpha}}\n", " - \\frac{(1-\\hat{\\alpha})^T}{\\hat{\\alpha}} \\right]\n", " + \\tilde{X}_{T+h|T}\n", "$$\n", "\n", "Ultimately $\\theta$ only plays a role in determining how much the trend is damped. If $\\theta$ is very large, then the forecast of the model is identical to that from an Integrated Moving Average with a drift,\n", "\n", "$$\n", "X_t = X_{t-1} + b_0 + (\\alpha-1)\\epsilon_{t-1} + \\epsilon_t.\n", "$$\n", "\n", "Finally, the forecasts are reseasonalized if needed.\n", "\n", "This module is based on:\n", "\n", "* Assimakopoulos, V., & Nikolopoulos, K. (2000). The theta model: a decomposition\n", " approach to forecasting. International journal of forecasting, 16(4), 521-530.\n", "* Hyndman, R. J., & Billah, B. (2003). Unmasking the Theta method.\n", " International Journal of Forecasting, 19(2), 287-290.\n", "* Fioruci, J. A., Pellegrini, T. R., Louzada, F., & Petropoulos, F.\n", " (2015). The optimized theta method. arXiv preprint arXiv:1503.03529." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "\n", "We start with the standard set of imports and some tweaks to the default matplotlib style." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:45.393262Z", "iopub.status.busy": "2026-07-30T06:39:45.393009Z", "iopub.status.idle": "2026-07-30T06:39:48.649948Z", "shell.execute_reply": "2026-07-30T06:39:48.648076Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pandas_datareader as pdr\n", "import seaborn as sns\n", "\n", "plt.rc(\"figure\", figsize=(16, 8))\n", "plt.rc(\"font\", size=15)\n", "plt.rc(\"lines\", linewidth=3)\n", "sns.set_style(\"darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load some Data\n", "\n", "We will first look at housing starts using US data. This series is clearly seasonal but does not have a clear trend during the same. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:48.653001Z", "iopub.status.busy": "2026-07-30T06:39:48.652391Z", "iopub.status.idle": "2026-07-30T06:39:49.143876Z", "shell.execute_reply": "2026-07-30T06:39:49.143189Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader = pdr.fred.FredReader([\"HOUST\"], start=\"1980-01-01\", end=\"2020-04-01\")\n", "data = reader.read()\n", "housing = data.HOUST\n", "housing.index.freq = housing.index.inferred_freq\n", "ax = housing.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We specify the model without any options and fit it. The summary shows that the data was deseasonalized using the multiplicative method. The drift is modest and negative, and the smoothing parameter is fairly low. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:49.149633Z", "iopub.status.busy": "2026-07-30T06:39:49.149335Z", "iopub.status.idle": "2026-07-30T06:39:49.531710Z", "shell.execute_reply": "2026-07-30T06:39:49.530679Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: HOUST No. Observations: 484\n", "Method: OLS/SES Deseasonalized: True\n", "Date: Thu, 30 Jul 2026 Deseas. Method: Multiplicative\n", "Time: 06:39:49 Period: 12\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "==============================\n", " Estimate \n", "------------------------------\n", "Parameters -0.9185839033748175\n", "b0 0.6165175851279336\n", "------------------------------\n" ] } ], "source": [ "from statsmodels.tsa.forecasting.theta import ThetaModel\n", "\n", "tm = ThetaModel(housing)\n", "res = tm.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model is first and foremost a forecasting method. Forecasts are produced using the `forecast` method from the fitted model. Below, we produce a hedgehog plot by forecasting 2-years ahead every 2 years. \n", "\n", "**Note**: the default $\\theta$ is 2." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:49.536706Z", "iopub.status.busy": "2026-07-30T06:39:49.536209Z", "iopub.status.idle": "2026-07-30T06:39:50.862248Z", "shell.execute_reply": "2026-07-30T06:39:50.860762Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = {\"housing\": housing}\n", "for year in range(1995, 2020, 2):\n", " sub = housing[: str(year)]\n", " res = ThetaModel(sub).fit()\n", " fcast = res.forecast(24)\n", " forecasts[str(year)] = fcast\n", "forecasts = pd.DataFrame(forecasts)\n", "ax = forecasts[\"1995\":].plot(legend=False)\n", "children = ax.get_children()\n", "children[0].set_linewidth(4)\n", "children[0].set_alpha(0.3)\n", "children[0].set_color(\"#000000\")\n", "ax.set_title(\"Housing Starts\")\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could alternatively fit the log of the data. Here it makes more sense to force the deseasonalizing to use the additive method, if needed. We also fit the model parameters using MLE. This method fits the IMA\n", "\n", "$$ X_t = X_{t-1} + \\gamma\\epsilon_{t-1} + \\epsilon_t $$\n", "\n", "where $\\hat{\\alpha}$ = $\\min(\\hat{\\gamma}+1, 0.9998)$ using `statsmodels.tsa.SARIMAX`. The parameters are similar although the drift is closer to zero." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:50.864745Z", "iopub.status.busy": "2026-07-30T06:39:50.864457Z", "iopub.status.idle": "2026-07-30T06:39:51.167371Z", "shell.execute_reply": "2026-07-30T06:39:51.165518Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: HOUST No. Observations: 484\n", "Method: MLE Deseasonalized: True\n", "Date: Thu, 30 Jul 2026 Deseas. Method: Additive\n", "Time: 06:39:51 Period: 12\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "=================================\n", " Estimate \n", "---------------------------------\n", "Parameters -0.0004318336863785846\n", "b0 0.6699525580249173\n", "---------------------------------\n" ] } ], "source": [ "tm = ThetaModel(np.log(housing), method=\"additive\")\n", "res = tm.fit(use_mle=True)\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The forecast only depends on the forecast trend component,\n", "$$\n", "\\hat{b}_0\n", " \\left[h - 1 + \\frac{1}{\\hat{\\alpha}}\n", " - \\frac{(1-\\hat{\\alpha})^T}{\\hat{\\alpha}} \\right],\n", "$$\n", "\n", "the forecast from the SES (which does not change with the horizon), and the seasonal. These three components are available using the `forecast_components`. This allows forecasts to be constructed using multiple choices of $\\theta$ using the weight expression above. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:51.171018Z", "iopub.status.busy": "2026-07-30T06:39:51.170747Z", "iopub.status.idle": "2026-07-30T06:39:51.197155Z", "shell.execute_reply": "2026-07-30T06:39:51.196151Z" } }, "outputs": [ { "data": { "text/html": [ "
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trendsesseasonal
2020-05-01-0.0006456.964198-0.001244
2020-06-01-0.0010766.964198-0.006883
2020-07-01-0.0015086.9641980.002998
2020-08-01-0.0019406.964198-0.003822
2020-09-01-0.0023726.964198-0.003926
2020-10-01-0.0028046.964198-0.004022
2020-11-01-0.0032366.9641980.008544
2020-12-01-0.0036676.964198-0.000706
2021-01-01-0.0040996.9641980.005247
2021-02-01-0.0045316.9641980.009951
2021-03-01-0.0049636.964198-0.004527
2021-04-01-0.0053956.964198-0.001611
\n", "
" ], "text/plain": [ " trend ses seasonal\n", "2020-05-01 -0.000645 6.964198 -0.001244\n", "2020-06-01 -0.001076 6.964198 -0.006883\n", "2020-07-01 -0.001508 6.964198 0.002998\n", "2020-08-01 -0.001940 6.964198 -0.003822\n", "2020-09-01 -0.002372 6.964198 -0.003926\n", "2020-10-01 -0.002804 6.964198 -0.004022\n", "2020-11-01 -0.003236 6.964198 0.008544\n", "2020-12-01 -0.003667 6.964198 -0.000706\n", "2021-01-01 -0.004099 6.964198 0.005247\n", "2021-02-01 -0.004531 6.964198 0.009951\n", "2021-03-01 -0.004963 6.964198 -0.004527\n", "2021-04-01 -0.005395 6.964198 -0.001611" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.forecast_components(12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Personal Consumption Expenditure\n", "\n", "We next look at personal consumption expenditure. This series has a clear seasonal component and a drift. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:51.200859Z", "iopub.status.busy": "2026-07-30T06:39:51.200630Z", "iopub.status.idle": "2026-07-30T06:39:52.477058Z", "shell.execute_reply": "2026-07-30T06:39:52.476173Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader = pdr.fred.FredReader([\"NA000349Q\"], start=\"1980-01-01\", end=\"2020-04-01\")\n", "pce = reader.read()\n", "pce.columns = [\"PCE\"]\n", "pce.index.freq = \"QS-OCT\"\n", "_ = pce.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since this series is always positive, we model the $\\ln$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:52.482141Z", "iopub.status.busy": "2026-07-30T06:39:52.481887Z", "iopub.status.idle": "2026-07-30T06:39:52.600992Z", "shell.execute_reply": "2026-07-30T06:39:52.595367Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ThetaModel Results \n", "==============================================================================\n", "Dep. Variable: PCE No. Observations: 162\n", "Method: OLS/SES Deseasonalized: True\n", "Date: Thu, 30 Jul 2026 Deseas. Method: Multiplicative\n", "Time: 06:39:52 Period: 4\n", "Sample: 01-01-1980 \n", " - 04-01-2020 \n", " Parameter Estimates \n", "==============================\n", " Estimate \n", "------------------------------\n", "Parameters 0.01303597716708746\n", "b0 0.9998852087678992\n", "------------------------------\n" ] } ], "source": [ "mod = ThetaModel(np.log(pce))\n", "res = mod.fit()\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we explore differences in the forecast as $\\theta$ changes. When $\\theta$ is close to 1, the drift is nearly absent. As $\\theta$ increases, the drift becomes more obvious." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:52.603825Z", "iopub.status.busy": "2026-07-30T06:39:52.603611Z", "iopub.status.idle": "2026-07-30T06:39:53.806088Z", "shell.execute_reply": "2026-07-30T06:39:53.804756Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "forecasts = pd.DataFrame(\n", " {\n", " \"ln PCE\": np.log(pce.PCE),\n", " \"theta=1.2\": res.forecast(12, theta=1.2),\n", " \"theta=2\": res.forecast(12),\n", " \"theta=3\": res.forecast(12, theta=3),\n", " \"No damping\": res.forecast(12, theta=np.inf),\n", " }\n", ")\n", "_ = forecasts.tail(36).plot()\n", "plt.title(\"Forecasts of ln PCE\")\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, `plot_predict` can be used to visualize the predictions and prediction intervals which are constructed assuming the IMA is true." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:53.808310Z", "iopub.status.busy": "2026-07-30T06:39:53.808097Z", "iopub.status.idle": "2026-07-30T06:39:55.493386Z", "shell.execute_reply": "2026-07-30T06:39:55.490028Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = res.plot_predict(24, theta=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We conclude by producing a hedgehog plot using 2-year non-overlapping samples." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-07-30T06:39:55.495836Z", "iopub.status.busy": "2026-07-30T06:39:55.495587Z", "iopub.status.idle": "2026-07-30T06:39:57.405350Z", "shell.execute_reply": "2026-07-30T06:39:57.404720Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ln_pce = np.log(pce.PCE)\n", "forecasts = {\"ln PCE\": ln_pce}\n", "for year in range(1995, 2020, 3):\n", " sub = ln_pce[: str(year)]\n", " res = ThetaModel(sub).fit()\n", " fcast = res.forecast(12)\n", " forecasts[str(year)] = fcast\n", "forecasts = pd.DataFrame(forecasts)\n", "ax = forecasts[\"1995\":].plot(legend=False)\n", "children = ax.get_children()\n", "children[0].set_linewidth(4)\n", "children[0].set_alpha(0.3)\n", "children[0].set_color(\"#000000\")\n", "ax.set_title(\"ln PCE\")\n", "plt.tight_layout(pad=1.0)" ] } ], "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": "3.14.6" } }, "nbformat": 4, "nbformat_minor": 4 }