{ "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": "2022-11-02T17:08:14.715080Z", "iopub.status.busy": "2022-11-02T17:08:14.714804Z", "iopub.status.idle": "2022-11-02T17:08:16.643301Z", "shell.execute_reply": "2022-11-02T17:08:16.642458Z" } }, "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": "2022-11-02T17:08:16.647567Z", "iopub.status.busy": "2022-11-02T17:08:16.647044Z", "iopub.status.idle": "2022-11-02T17:08:17.319943Z", "shell.execute_reply": "2022-11-02T17:08:17.319126Z" } }, "outputs": [ { "data": { "image/png": "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\n", "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": "2022-11-02T17:08:17.323980Z", "iopub.status.busy": "2022-11-02T17:08:17.323722Z", "iopub.status.idle": "2022-11-02T17:08:17.337963Z", "shell.execute_reply": "2022-11-02T17:08:17.337273Z" } }, "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": "2022-11-02T17:08:17.341777Z", "iopub.status.busy": "2022-11-02T17:08:17.341541Z", "iopub.status.idle": "2022-11-02T17:08:17.402436Z", "shell.execute_reply": "2022-11-02T17:08:17.401684Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "==============================================================================\n", "Dep. Variable: CPIAPPNS No. Observations: 513\n", "Model: local linear trend Log Likelihood -2788.429\n", "Date: Wed, 02 Nov 2022 AIC 5582.858\n", "Time: 17:08:17 BIC 5595.567\n", "Sample: 01-01-1980 HQIC 5587.840\n", " - 09-01-2022 \n", "Covariance Type: opg \n", "====================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "sigma2.irregular 1.0000 0.009 108.686 0.000 0.982 1.018\n", "sigma2.level 0 0.000 0 1.000 -0.000 0.000\n", "sigma2.trend 7.716e-06 2.06e-07 37.535 0.000 7.31e-06 8.12e-06\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 229.15 Jarque-Bera (JB): 1.27\n", "Prob(Q): 0.00 Prob(JB): 0.53\n", "Heteroskedasticity (H): 2.30 Skew: 0.02\n", "Prob(H) (two-sided): 0.00 Kurtosis: 2.76\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": "2022-11-02T17:08:17.405938Z", "iopub.status.busy": "2022-11-02T17:08:17.405183Z", "iopub.status.idle": "2022-11-02T17:08:17.411450Z", "shell.execute_reply": "2022-11-02T17:08:17.410859Z" } }, "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": "2022-11-02T17:08:17.414311Z", "iopub.status.busy": "2022-11-02T17:08:17.413941Z", "iopub.status.idle": "2022-11-02T17:08:17.790442Z", "shell.execute_reply": "2022-11-02T17:08:17.789614Z" } }, "outputs": [ { "data": { "image/png": "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\n", "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": "2022-11-02T17:08:17.794733Z", "iopub.status.busy": "2022-11-02T17:08:17.794460Z", "iopub.status.idle": "2022-11-02T17:08:17.801563Z", "shell.execute_reply": "2022-11-02T17:08:17.800885Z" } }, "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": "2022-11-02T17:08:17.804969Z", "iopub.status.busy": "2022-11-02T17:08:17.804734Z", "iopub.status.idle": "2022-11-02T17:08:17.975149Z", "shell.execute_reply": "2022-11-02T17:08:17.974541Z" } }, "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= 3.65530D+00 |proj g|= 2.09914D-01\n", "\n", "At iterate 5 f= 3.07793D+00 |proj g|= 8.21054D-06\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 11 1 0 0 8.211D-06 3.078D+00\n", " F = 3.0779342481049738 \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": "2022-11-02T17:08:17.978431Z", "iopub.status.busy": "2022-11-02T17:08:17.977959Z", "iopub.status.idle": "2022-11-02T17:08:18.103063Z", "shell.execute_reply": "2022-11-02T17:08:18.102325Z" } }, "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= 3.65530D+00 |proj g|= 2.09914D-01\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 5 f= 3.07793D+00 |proj g|= 8.21054D-06\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 11 1 0 0 8.211D-06 3.078D+00\n", " F = 3.0779342481049738 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \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": "2022-11-02T17:08:18.106796Z", "iopub.status.busy": "2022-11-02T17:08:18.106128Z", "iopub.status.idle": "2022-11-02T17:08:18.119755Z", "shell.execute_reply": "2022-11-02T17:08:18.119150Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "=====================================================================================\n", "Dep. Variable: CPIAPPNS No. Observations: 513\n", "Model: local linear trend Log Likelihood -1578.980\n", " + stochastic seasonal(12) AIC 3159.961\n", "Date: Wed, 02 Nov 2022 BIC 3164.175\n", "Time: 17:08:18 HQIC 3161.614\n", "Sample: 01-01-1980 \n", " - 09-01-2022 \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 0.0977 0.009 11.371 0.000 0.081 0.115\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 427.41 Jarque-Bera (JB): 49.94\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 2.43 Skew: 0.23\n", "Prob(H) (two-sided): 0.00 Kurtosis: 4.48\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": "2022-11-02T17:08:18.123208Z", "iopub.status.busy": "2022-11-02T17:08:18.122798Z", "iopub.status.idle": "2022-11-02T17:08:19.187566Z", "shell.execute_reply": "2022-11-02T17:08:19.186734Z" } }, "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= 3.63572D+00 |proj g|= 1.06815D-01\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " This problem is unconstrained.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 5 f= 2.03262D+00 |proj g|= 4.18918D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 10 f= 1.62777D+00 |proj g|= 1.40075D+00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 15 f= 1.53457D+00 |proj g|= 1.18624D-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 20 f= 1.53105D+00 |proj g|= 4.43139D-02\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 25 f= 1.44441D+00 |proj g|= 3.53844D-01\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 30 f= 1.39156D+00 |proj g|= 2.32794D-01\n", "\n", "At iterate 35 f= 1.38532D+00 |proj g|= 2.75610D-03\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "At iterate 40 f= 1.38532D+00 |proj g|= 9.53104D-06\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 40 68 1 0 0 9.531D-06 1.385D+00\n", " F = 1.3853189469230238 \n", "\n", "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL \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": "2022-11-02T17:08:19.191073Z", "iopub.status.busy": "2022-11-02T17:08:19.190819Z", "iopub.status.idle": "2022-11-02T17:08:19.196724Z", "shell.execute_reply": "2022-11-02T17:08:19.196032Z" } }, "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": "2022-11-02T17:08:19.200806Z", "iopub.status.busy": "2022-11-02T17:08:19.200506Z", "iopub.status.idle": "2022-11-02T17:08:19.520606Z", "shell.execute_reply": "2022-11-02T17:08:19.519977Z" } }, "outputs": [ { "data": { "image/png": "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\n", "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": "2022-11-02T17:08:19.525626Z", "iopub.status.busy": "2022-11-02T17:08:19.524491Z", "iopub.status.idle": "2022-11-02T17:08:19.900829Z", "shell.execute_reply": "2022-11-02T17:08:19.900127Z" } }, "outputs": [ { "data": { "image/png": "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\n", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }