{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## State space models - Chandrasekhar recursions" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-08-11T17:41:06.374239Z", "iopub.status.busy": "2022-08-11T17:41:06.373925Z", "iopub.status.idle": "2022-08-11T17:41:08.910556Z", "shell.execute_reply": "2022-08-11T17:41:08.909875Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\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": [ "Although most operations related to state space models rely on the Kalman filtering recursions, in some special cases one can use a separate method often called \"Chandrasekhar recursions\". These provide an alternative way to iteratively compute the conditional moments of the state vector, and in some cases they can be substantially less computationally intensive than the Kalman filter recursions. For complete details, see the paper \"Using the 'Chandrasekhar Recursions' for Likelihood Evaluation of DSGE Models\" (Herbst, 2015). Here we just sketch the basic idea." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### State space models and the Kalman filter\n", "\n", "Recall that a time-invariant state space model can be written:\n", "\n", "\n", "\\begin{aligned}\n", "y_t &= Z \\alpha_t + \\varepsilon_t, \\qquad \\varepsilon_t \\sim N(0, H) \\\\\n", "\\alpha_{t+1} & = T \\alpha_t + R \\eta_t, \\qquad \\eta_t \\sim N(0, Q) \\\\\n", "\\alpha_1 & \\sim N(a_1, P_1)\n", "\\end{aligned}\n", "\n", "\n", "where $y_t$ is a $p \\times 1$ vector and $\\alpha_t$ is an $m \\times 1$ vector.\n", "\n", "Each iteration of the Kalman filter, say at time $t$, can be split into three parts:\n", "\n", "1. **Initialization**: specification of $a_t$ and $P_t$ that define the conditional state distribution, $\\alpha_t \\mid y^{t-1} \\sim N(a_t, P_t)$.\n", "2. **Updating**: computation of $a_{t|t}$ and $P_{t|t}$ that define the conditional state distribution, $\\alpha_t \\mid y^{t} \\sim N(a_{t|t}, P_{t|t})$.\n", "3. **Prediction**: computation of $a_{t+1}$ and $P_{t+1}$ that define the conditional state distribution, $\\alpha_{t+1} \\mid y^{t} \\sim N(a_{t+1}, P_{t+1})$.\n", "\n", "Of course after the first iteration, the prediction part supplies the values required for initialization of the next step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Focusing on the prediction step, the Kalman filter recursions yield:\n", "\n", "\n", "\\begin{aligned}\n", "a_{t+1} & = T a_{t|t} \\\\\n", "P_{t+1} & = T P_{t|t} T' + R Q R' \\\\\n", "\\end{aligned}\n", "\n", "\n", "where the matrices $T$ and $P_{t|t}$ are each $m \\times m$, where $m$ is the size of the state vector $\\alpha$. In some cases, the state vector can become extremely large, which can imply that the matrix multiplications required to produce $P_{t+1}$ can be become computationally intensive." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: seasonal autoregression\n", "\n", "As an example, notice that an AR(r) model (we use $r$ here since we already used $p$ as the dimension of the observation vector) can be put into state space form as:\n", "\n", "\n", "\\begin{aligned}\n", "y_t &= \\alpha_t \\\\\n", "\\alpha_{t+1} & = T \\alpha_t + R \\eta_t, \\qquad \\eta_t \\sim N(0, Q)\n", "\\end{aligned}\n", "\n", "\n", "where:\n", "\n", "\n", "\n", "\\begin{aligned}\n", "T = \\begin{bmatrix}\n", "\\phi_1 & \\phi_2 & \\dots & \\phi_r \\\\\n", "1 & 0 & & 0 \\\\\n", "\\vdots & \\ddots & & \\vdots \\\\\n", "0 & & 1 & 0 \\\\\n", "\\end{bmatrix} \\qquad\n", "R = \\begin{bmatrix}\n", "1 \\\\\n", "0 \\\\\n", "\\vdots \\\\\n", "0\n", "\\end{bmatrix} \\qquad\n", "Q = \\begin{bmatrix}\n", "\\sigma^2\n", "\\end{bmatrix}\n", "\\end{aligned}\n", "\n", "\n", "In an AR model with daily data that exhibits annual seasonality, we might want to fit a model that incorporates lags up to $r=365$, in which case the state vector would be at least $m = 365$. The matrices $T$ and $P_{t|t}$ then each have $365^2 = 133225$ elements, and so most of the time spent computing the likelihood function (via the Kalman filter) can become dominated by the matrix multiplications in the prediction step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### State space models and the Chandrasekhar recursions\n", "\n", "The Chandrasekhar recursions replace equation $P_{t+1} = T P_{t|t} T' + R Q R'$ with a different recursion:\n", "\n", "$$\n", "P_{t+1} = P_t + W_t M_t W_t'\n", "$$\n", "\n", "but where $W_t$ is a matrix with dimension $m \\times p$ and $M_t$ is a matrix with dimension $p \\times p$, where $p$ is the dimension of the observed vector $y_t$. These matrices themselves have recursive formulations. For more general details and for the formulas for computing $W_t$ and $M_t$, see Herbst (2015).\n", "\n", "**Important note**: unlike the Kalman filter, the Chandrasekhar recursions can not be used for every state space model. In particular, the latter has the following restrictions (that are not required for the use of the former):\n", "\n", "- The model must be time-invariant, except that time-varying intercepts are permitted.\n", "- Stationary initialization of the state vector must be used (this rules out all models in non-stationary components)\n", "- Missing data is not permitted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To understand why this formula can imply more efficient computations, consider again the SARIMAX case, above. In this case, $p = 1$, so that $M_t$ is a scalar and we can rewrite the Chandrasekhar recursion as:\n", "\n", "$$\n", "P_{t+1} = P_t + M_t \\times W_t W_t'\n", "$$\n", "\n", "The matrices being multiplied, $W_t$, are then of dimension $m \\times 1$, and in the case $r=365$, they each only have $365$ elements, rather than $365^2$ elements. This implies substantially fewer computations are required to complete the prediction step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Convergence\n", "\n", "A factor that complicates a straightforward discussion of performance implications is the well-known fact that in time-invariant models, the predicted state covariance matrix will converge to a constant matrix. This implies that there exists an $S$ such that, for every $t > S$, $P_t = P_{t+1}$. Once convergence has been achieved, we can eliminate the equation for $P_{t+1}$ from the prediction step altogether.\n", "\n", "In simple time series models, like AR(r) models, convergence is achieved fairly quickly, and this can limit the performance benefit to using the Chandrasekhar recursions. Herbst (2015) focuses instead on DSGE (Dynamic Stochastic General Equilibrium) models instead, which often have a large state vector and often a large number of periods to achieve convergence. In these cases, the performance gains can be quite substantial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Practical example\n", "\n", "As a practical example, we will consider monthly data that has a clear seasonal component. In this case, we look at the inflation rate of apparel, as measured by the consumer price index. A graph of the data indicates strong seasonality." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-08-11T17:41:08.917459Z", "iopub.status.busy": "2022-08-11T17:41:08.915953Z", "iopub.status.idle": "2022-08-11T17:41:09.549592Z", "shell.execute_reply": "2022-08-11T17:41:09.548886Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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