{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating or specifying parameters in state space models\n", "\n", "In this notebook we show how to fix specific values of certain parameters in statsmodels' state space models while estimating others.\n", "\n", "In general, state space models allow users to:\n", "\n", "1. Estimate all parameters by maximum likelihood\n", "2. Fix some parameters and estimate the rest\n", "3. Fix all parameters (so that no parameters are estimated)\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:38.370589Z", "iopub.status.busy": "2023-12-14T14:39:38.370192Z", "iopub.status.idle": "2023-12-14T14:39:40.587721Z", "shell.execute_reply": "2023-12-14T14:39:40.586792Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "from importlib import reload\n", "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import matplotlib.pyplot as plt\n", "\n", "from pandas_datareader.data import DataReader" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate, we will use the Consumer Price Index for Apparel, which has a time-varying level and a strong seasonal component." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:40.593258Z", "iopub.status.busy": "2023-12-14T14:39:40.591695Z", "iopub.status.idle": "2023-12-14T14:39:41.325576Z", "shell.execute_reply": "2023-12-14T14:39:41.324709Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "endog = DataReader('CPIAPPNS', 'fred', start='1980').asfreq('MS')\n", "endog.plot(figsize=(15, 3));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is well known (e.g. Harvey and Jaeger [1993]) that the HP filter output can be generated by an unobserved components model given certain restrictions on the parameters.\n", "\n", "The unobserved components model is:\n", "\n", "$$\n", "\\begin{aligned}\n", "y_t & = \\mu_t + \\varepsilon_t & \\varepsilon_t \\sim N(0, \\sigma_\\varepsilon^2) \\\\\n", "\\mu_t &= \\mu_{t-1} + \\beta_{t-1} + \\eta_t & \\eta_t \\sim N(0, \\sigma_\\eta^2) \\\\\n", "\\beta_t &= \\beta_{t-1} + \\zeta_t & \\zeta_t \\sim N(0, \\sigma_\\zeta^2) \\\\\n", "\\end{aligned}\n", "$$\n", "\n", "For the trend to match the output of the HP filter, the parameters must be set as follows:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\frac{\\sigma_\\varepsilon^2}{\\sigma_\\zeta^2} & = \\lambda \\\\\n", "\\sigma_\\eta^2 & = 0\n", "\\end{aligned}\n", "$$\n", "\n", "where $\\lambda$ is the parameter of the associated HP filter. For the monthly data that we use here, it is usually recommended that $\\lambda = 129600$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.370130Z", "iopub.status.busy": "2023-12-14T14:39:41.369539Z", "iopub.status.idle": "2023-12-14T14:39:41.378838Z", "shell.execute_reply": "2023-12-14T14:39:41.377997Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['sigma2.irregular', 'sigma2.level', 'sigma2.trend']\n" ] } ], "source": [ "# Run the HP filter with lambda = 129600\n", "hp_cycle, hp_trend = sm.tsa.filters.hpfilter(endog, lamb=129600)\n", "\n", "# The unobserved components model above is the local linear trend, or \"lltrend\", specification\n", "mod = sm.tsa.UnobservedComponents(endog, 'lltrend')\n", "print(mod.param_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The parameters of the unobserved components model (UCM) are written as:\n", "\n", "- $\\sigma_\\varepsilon^2 = \\text{sigma2.irregular}$\n", "- $\\sigma_\\eta^2 = \\text{sigma2.level}$\n", "- $\\sigma_\\zeta^2 = \\text{sigma2.trend}$\n", "\n", "To satisfy the above restrictions, we will set $(\\sigma_\\varepsilon^2, \\sigma_\\eta^2, \\sigma_\\zeta^2) = (1, 0, 1 / 129600)$.\n", "\n", "Since we are fixing all parameters here, we do not need to use the `fit` method at all, since that method is used to perform maximum likelihood estimation. Instead, we can directly run the Kalman filter and smoother at our chosen parameters using the `smooth` method." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.382004Z", "iopub.status.busy": "2023-12-14T14:39:41.381393Z", "iopub.status.idle": "2023-12-14T14:39:41.415342Z", "shell.execute_reply": "2023-12-14T14:39:41.414476Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "==============================================================================\n", "Dep. Variable: CPIAPPNS No. Observations: 527\n", "Model: local linear trend Log Likelihood -2962.589\n", "Date: Thu, 14 Dec 2023 AIC 5931.179\n", "Time: 14:39:41 BIC 5943.969\n", "Sample: 01-01-1980 HQIC 5936.187\n", " - 11-01-2023 \n", "Covariance Type: opg \n", "====================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "sigma2.irregular 1.0000 0.009 113.901 0.000 0.983 1.017\n", "sigma2.level 0 0.000 0 1.000 -0.000 0.000\n", "sigma2.trend 7.716e-06 2.02e-07 38.239 0.000 7.32e-06 8.11e-06\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 250.42 Jarque-Bera (JB): 1.61\n", "Prob(Q): 0.00 Prob(JB): 0.45\n", "Heteroskedasticity (H): 2.33 Skew: 0.05\n", "Prob(H) (two-sided): 0.00 Kurtosis: 2.75\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] } ], "source": [ "res = mod.smooth([1., 0, 1. / 129600])\n", "print(res.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimate that corresponds to the HP filter's trend estimate is given by the smoothed estimate of the `level` (which is $\\mu_t$ in the notation above):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.418674Z", "iopub.status.busy": "2023-12-14T14:39:41.418435Z", "iopub.status.idle": "2023-12-14T14:39:41.422466Z", "shell.execute_reply": "2023-12-14T14:39:41.421671Z" } }, "outputs": [], "source": [ "ucm_trend = pd.Series(res.level.smoothed, index=endog.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is easy to see that the estimate of the smoothed level from the UCM is equal to the output of the HP filter:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.425541Z", "iopub.status.busy": "2023-12-14T14:39:41.424980Z", "iopub.status.idle": "2023-12-14T14:39:41.798360Z", "shell.execute_reply": "2023-12-14T14:39:41.797463Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "\n", "ax.plot(hp_trend, label='HP estimate')\n", "ax.plot(ucm_trend, label='UCM estimate')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding a seasonal component" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, unobserved components models are more flexible than the HP filter. For example, the data shown above is clearly seasonal, but with time-varying seasonal effects (the seasonality is much weaker at the beginning than at the end). One of the benefits of the unobserved components framework is that we can add a stochastic seasonal component. In this case, we will estimate the variance of the seasonal component by maximum likelihood while still including the restriction on the parameters implied above so that the trend corresponds to the HP filter concept.\n", "\n", "Adding the stochastic seasonal component adds one new parameter, `sigma2.seasonal`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.804036Z", "iopub.status.busy": "2023-12-14T14:39:41.802689Z", "iopub.status.idle": "2023-12-14T14:39:41.811113Z", "shell.execute_reply": "2023-12-14T14:39:41.810352Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['sigma2.irregular', 'sigma2.level', 'sigma2.trend', 'sigma2.seasonal']\n" ] } ], "source": [ "# Construct a local linear trend model with a stochastic seasonal component of period 1 year\n", "mod = sm.tsa.UnobservedComponents(endog, 'lltrend', seasonal=12, stochastic_seasonal=True)\n", "print(mod.param_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we will continue to restrict the first three parameters as described above, but we want to estimate the value of `sigma2.seasonal` by maximum likelihood. Therefore, we will use the `fit` method along with the `fix_params` context manager.\n", "\n", "The `fix_params` method takes a dictionary of parameters names and associated values. Within the generated context, those parameters will be used in all cases. In the case of the `fit` method, only the parameters that were not fixed will be estimated." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.816378Z", "iopub.status.busy": "2023-12-14T14:39:41.815039Z", "iopub.status.idle": "2023-12-14T14:39:41.963522Z", "shell.execute_reply": "2023-12-14T14:39:41.962688Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 1 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 3.89278D+00 |proj g|= 2.21350D-01\n", "\n", "At iterate 5 f= 3.27946D+00 |proj g|= 2.71738D-07\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 1 5 12 1 0 0 2.717D-07 3.279D+00\n", " F = 3.2794557951703829 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "# Here we restrict the first three parameters to specific values\n", "with mod.fix_params({'sigma2.irregular': 1, 'sigma2.level': 0, 'sigma2.trend': 1. / 129600}):\n", " # Now we fit any remaining parameters, which in this case\n", " # is just `sigma2.seasonal`\n", " res_restricted = mod.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we could have simply used the `fit_constrained` method, which also accepts a dictionary of constraints:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:41.966734Z", "iopub.status.busy": "2023-12-14T14:39:41.966186Z", "iopub.status.idle": "2023-12-14T14:39:42.054656Z", "shell.execute_reply": "2023-12-14T14:39:42.053901Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 1 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 3.89278D+00 |proj g|= 2.21350D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 5 f= 3.27946D+00 |proj g|= 2.71738D-07\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 1 5 12 1 0 0 2.717D-07 3.279D+00\n", " F = 3.2794557951703829 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] } ], "source": [ "res_restricted = mod.fit_constrained({'sigma2.irregular': 1, 'sigma2.level': 0, 'sigma2.trend': 1. / 129600})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The summary output includes all parameters, but indicates that the first three were fixed (and so were not estimated)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:42.057722Z", "iopub.status.busy": "2023-12-14T14:39:42.057289Z", "iopub.status.idle": "2023-12-14T14:39:42.066862Z", "shell.execute_reply": "2023-12-14T14:39:42.066298Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "=====================================================================================\n", "Dep. Variable: CPIAPPNS No. Observations: 527\n", "Model: local linear trend Log Likelihood -1728.273\n", " + stochastic seasonal(12) AIC 3458.546\n", "Date: Thu, 14 Dec 2023 BIC 3462.789\n", "Time: 14:39:42 HQIC 3460.209\n", "Sample: 01-01-1980 \n", " - 11-01-2023 \n", "Covariance Type: opg \n", "============================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------\n", "sigma2.irregular (fixed) 1.0000 nan nan nan nan nan\n", "sigma2.level (fixed) 0 nan nan nan nan nan\n", "sigma2.trend (fixed) 7.716e-06 nan nan nan nan nan\n", "sigma2.seasonal 0.0925 0.007 12.653 0.000 0.078 0.107\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 452.12 Jarque-Bera (JB): 39.18\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 2.66 Skew: 0.33\n", "Prob(H) (two-sided): 0.00 Kurtosis: 4.18\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] } ], "source": [ "print(res_restricted.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For comparison, we construct the unrestricted maximum likelihood estimates (MLE). In this case, the estimate of the level will no longer correspond to the HP filter concept." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:42.069524Z", "iopub.status.busy": "2023-12-14T14:39:42.069106Z", "iopub.status.idle": "2023-12-14T14:39:43.141416Z", "shell.execute_reply": "2023-12-14T14:39:43.140631Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RUNNING THE L-BFGS-B CODE\n", "\n", " * * *\n", "\n", "Machine precision = 2.220D-16\n", " N = 4 M = 10\n", "\n", "At X0 0 variables are exactly at the bounds\n", "\n", "At iterate 0 f= 3.63552D+00 |proj g|= 1.07172D-01\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 5 f= 1.98394D+00 |proj g|= 4.58639D-01\n", "\n", "At iterate 10 f= 1.54774D+00 |proj g|= 2.53757D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 15 f= 1.49024D+00 |proj g|= 1.86183D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 20 f= 1.39188D+00 |proj g|= 6.32077D-02\n", "\n", "At iterate 25 f= 1.38896D+00 |proj g|= 1.13290D-03\n", "\n", " * * *\n", "\n", "Tit = total number of iterations\n", "Tnf = total number of function evaluations\n", "Tnint = total number of segments explored during Cauchy searches\n", "Skip = number of BFGS updates skipped\n", "Nact = number of active bounds at final generalized Cauchy point\n", "Projg = norm of the final projected gradient\n", "F = final function value\n", "\n", " * * *\n", "\n", " N Tit Tnf Tnint Skip Nact Projg F\n", " 4 28 57 1 0 0 1.258D-05 1.389D+00\n", " F = 1.3889589541677227 \n", "\n", "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH \n" ] } ], "source": [ "res_unrestricted = mod.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can retrieve the smoothed estimates of the trend and seasonal components." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:43.146208Z", "iopub.status.busy": "2023-12-14T14:39:43.145748Z", "iopub.status.idle": "2023-12-14T14:39:43.152744Z", "shell.execute_reply": "2023-12-14T14:39:43.151971Z" } }, "outputs": [], "source": [ "# Construct the smoothed level estimates\n", "unrestricted_trend = pd.Series(res_unrestricted.level.smoothed, index=endog.index)\n", "restricted_trend = pd.Series(res_restricted.level.smoothed, index=endog.index)\n", "\n", "# Construct the smoothed estimates of the seasonal pattern\n", "unrestricted_seasonal = pd.Series(res_unrestricted.seasonal.smoothed, index=endog.index)\n", "restricted_seasonal = pd.Series(res_restricted.seasonal.smoothed, index=endog.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the estimated level, it is clear that the seasonal UCM with fixed parameters still produces a trend that corresponds very closely (although no longer exactly) to the HP filter output.\n", "\n", "Meanwhile, the estimated level from the model with no parameter restrictions (the MLE model) is much less smooth than these." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:43.156064Z", "iopub.status.busy": "2023-12-14T14:39:43.155729Z", "iopub.status.idle": "2023-12-14T14:39:43.601206Z", "shell.execute_reply": "2023-12-14T14:39:43.600511Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "\n", "ax.plot(unrestricted_trend, label='MLE, with seasonal')\n", "ax.plot(restricted_trend, label='Fixed parameters, with seasonal')\n", "ax.plot(hp_trend, label='HP filter, no seasonal')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the UCM with the parameter restrictions is still able to pick up the time-varying seasonal component quite well." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2023-12-14T14:39:43.605845Z", "iopub.status.busy": "2023-12-14T14:39:43.604667Z", "iopub.status.idle": "2023-12-14T14:39:44.060071Z", "shell.execute_reply": "2023-12-14T14:39:44.059326Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 3))\n", "\n", "ax.plot(unrestricted_seasonal, label='MLE')\n", "ax.plot(restricted_seasonal, label='Fixed parameters')\n", "ax.legend();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }