{ "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 detected\n", "3. Estimate $\\alpha$ by fitting a 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 deseasonalize using statsmodels.tsa.seasonal_decompose use 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": "2023-01-26T15:13:45.644035Z", "iopub.status.busy": "2023-01-26T15:13:45.643608Z", "iopub.status.idle": "2023-01-26T15:13:46.838378Z", "shell.execute_reply": "2023-01-26T15:13:46.837779Z" } }, "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": "2023-01-26T15:13:46.843229Z", "iopub.status.busy": "2023-01-26T15:13:46.842007Z", "iopub.status.idle": "2023-01-26T15:13:47.677860Z", "shell.execute_reply": "2023-01-26T15:13:47.677281Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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