{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Process (GP) smoothing\n", "\n", "This example deals with the case when we want to **smooth** the observed data points $(x_i, y_i)$ of some 1-dimensional function $y=f(x)$, by finding the new values $(x_i, y'_i)$ such that the new data is more \"smooth\" (see more on the definition of smoothness through allocation of variance in the model description below) when moving along the $x$ axis. \n", "\n", "It is important to note that we are **not** dealing with the problem of interpolating the function $y=f(x)$ at the unknown values of $x$. Such problem would be called \"regression\" not \"smoothing\", and will be considered in other examples.\n", "\n", "If we assume the functional dependency between $x$ and $y$ is **linear** then, by making the independence and normality assumptions about the noise, we can infer a straight line that approximates the dependency between the variables, i.e. perform a linear regression. We can also fit more complex functional dependencies (like quadratic, cubic, etc), if we know the functional form of the dependency in advance.\n", "\n", "However, the **functional form** of $y=f(x)$ is **not always known in advance**, and it might be hard to choose which one to fit, given the data. For example, you wouldn't necessarily know which function to use, given the following observed data. Assume you haven't seen the formula that generated it:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "import scipy.stats as stats\n", "\n", "from pytensor import shared\n", "\n", "%config InlineBackend.figure_format = \"retina\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", "rng = np.random.default_rng(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")\n", "plt.rcParams[\"figure.figsize\"] = (10, 4)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 411, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 50, 100)\n", "y = np.exp(1.0 + np.power(x, 0.5) - np.exp(x / 15.0)) + rng.normal(scale=1.0, size=x.shape)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.set(title=\"Observed Data\", xlabel=\"x\", ylabel=\"y\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's try a linear regression first\n", "\n", "As humans, we see that there is a non-linear dependency with some noise, and we would like to capture that dependency. If we perform a linear regression, we see that the \"smoothed\" data is less than satisfactory:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 411, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "lin = stats.linregress(x, y)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(x, y)\n", "lin = stats.linregress(x, y)\n", "ax.plot(x, lin.intercept + lin.slope * x)\n", "ax.set(title=\"Linear Smoothing\", xlabel=\"x\", ylabel=\"y\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Linear regression model recap\n", "\n", "The linear regression assumes there is a linear dependency between the input $x$ and output $y$, sprinkled with some noise around it so that for each observed data point we have:\n", "\n", "$$ y_i = a + b\\, x_i + \\epsilon_i $$\n", "\n", "where the observation errors at each data point satisfy:\n", "\n", "$$ \\epsilon_i \\sim N(0, \\sigma^2) $$\n", "\n", "with the same $\\sigma$, and the errors are independent:\n", "\n", "$$ cov(\\epsilon_i, \\epsilon_j) = 0 \\: \\text{ for } i \\neq j $$\n", "\n", "The parameters of this model are $a$, $b$, and $\\sigma$. It turns out that, under these assumptions, the maximum likelihood estimates of $a$ and $b$ don't depend on $\\sigma$. Then $\\sigma$ can be estimated separately, after finding the most likely values for $a$ and $b$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gaussian Process smoothing model\n", "\n", "This model allows departure from the linear dependency by assuming that the dependency between $x$ and $y$ is a Brownian motion over the domain of $x$. This doesn't go as far as assuming a particular functional dependency between the variables. Instead, by **controlling the standard deviation of the unobserved Brownian motion** we can achieve different levels of smoothness of the recovered functional dependency at the original data points. \n", "\n", "The particular model we are going to discuss assumes that the observed data points are **evenly spaced** across the domain of $x$, and therefore can be indexed by $i=1,\\dots,N$ without the loss of generality. The model is described as follows:\n", "\n", "\\begin{equation}\n", "\\begin{aligned}\n", "z_i & \\sim \\mathcal{N}(z_{i-1} + \\mu, (1 - \\alpha)\\cdot\\sigma^2) \\: \\text{ for } i=2,\\dots,N \\\\\n", "z_1 & \\sim ImproperFlat(-\\infty,\\infty) \\\\\n", "y_i & \\sim \\mathcal{N}(z_i, \\alpha\\cdot\\sigma^2)\n", "\\end{aligned}\n", "\\end{equation}\n", "\n", "where $z$ is the hidden Brownian motion, $y$ is the observed data, and the total variance $\\sigma^2$ of each observation is split between the hidden Brownian motion and the noise in proportions of $1 - \\alpha$ and $\\alpha$ respectively, with parameter $0 < \\alpha < 1$ specifying the degree of smoothing.\n", "\n", "When we estimate the maximum likelihood values of the hidden process $z_i$ at each of the data points, $i=1,\\dots,N$, these values provide an approximation of the functional dependency $y=f(x)$ as $\\mathrm{E}\\,[f(x_i)] = z_i$ at the original data points $x_i$ only. Therefore, again, the method is called smoothing and not regression." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's describe the above GP-smoothing model in PyMC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a model with a shared parameter for specifying different levels of smoothing. We use very wide priors for the \"mu\" and \"tau\" parameters of the hidden Brownian motion, which you can adjust according to your application." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/juanitorduz/anaconda3/envs/pymc-examples-env/lib/python3.11/site-packages/pymc/distributions/timeseries.py:293: UserWarning: Initial distribution not specified, defaulting to `Normal.dist(0, 100)`.You can specify an init_dist manually to suppress this warning.\n", " warnings.warn(\n" ] } ], "source": [ "LARGE_NUMBER = 1e5\n", "\n", "model = pm.Model()\n", "with model:\n", " smoothing_param = shared(0.9)\n", " mu = pm.Normal(\"mu\", sigma=LARGE_NUMBER)\n", " tau = pm.Exponential(\"tau\", 1.0 / LARGE_NUMBER)\n", " z = pm.GaussianRandomWalk(\n", " \"z\", mu=mu, sigma=pm.math.sqrt((1.0 - smoothing_param) / tau), shape=y.shape\n", " )\n", " obs = pm.Normal(\"obs\", mu=z, tau=tau / smoothing_param, observed=y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also make a helper function for inferring the most likely values of $z$:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def infer_z(smoothing):\n", " with model:\n", " smoothing_param.set_value(smoothing)\n", " res = pm.find_MAP(vars=[z], method=\"L-BFGS-B\")\n", " return res[\"z\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note that in this example, we are only looking at the MAP estimate of the unobserved variables. We are not really interested in inferring the posterior distributions. Instead, we have a control parameter $\\alpha$ which lets us allocate the variance between the hidden Brownian motion and the noise. Other goals and/or different models may require sampling to obtain the posterior distributions, but for our goal a MAP estimate will suffice.\n", "\n", "### Exploring different levels of smoothing\n", "\n", "Let's try to allocate 50% variance to the noise, and see if the result matches our expectations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "smoothing = 0.5\n", "z_val = infer_z(smoothing)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.plot(x, z_val)\n", "ax.set(title=f\"Smoothing={smoothing}\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It appears that the variance is split evenly between the noise and the hidden process, as expected. \n", "\n", "Let's try gradually increasing the smoothness parameter to see if we can obtain smoother data:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [38/38 00:00<00:00 logp = -7.151e+06, ||grad|| = 787.08]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 411, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "smoothing = 0.9\n", "z_val = infer_z(smoothing)\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(x, y)\n", "ax.plot(x, z_val)\n", "ax.set(title=f\"Smoothing={smoothing}\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Smoothing \"to the limits\"\n", "\n", "By increasing the smoothing parameter, we can gradually make the inferred values of the hidden Brownian motion approach the average value of the data. This is because as we increase the smoothing parameter, we allow less and less of the variance to be allocated to the Brownian motion, so eventually it approaches the process which almost doesn't change over the domain of $x$:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " \n", " 100.00% [493/493 00:00<00:00 logp = -5.6992e+07, ||grad|| = 19,098]\n", "
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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=2, ncols=2)\n", "\n", "for ax, smoothing in zip(axes.ravel(), [0.95, 0.99, 0.999, 0.9999]):\n", " z_val = infer_z(smoothing)\n", "\n", " ax.plot(x, y)\n", " ax.plot(x, z_val)\n", " ax.set_title(f\"Smoothing={smoothing:05.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Authored by [Andrey Kuzmenko](http://github.com/akuz)\n", "* Updated to v5 by [Juan Orduz](https://juanitorduz.github.io/) in Nov 2023 ([pymc-examples#603](https://github.com/pymc-devs/pymc-examples/pull/603))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Nov 17 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.17.2\n", "\n", "scipy : 1.11.3\n", "numpy : 1.26.2\n", "arviz : 0.16.1\n", "matplotlib: 3.8.1\n", "pymc : 5.9.2\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.11.5" }, "latex_envs": { "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 0 } }, "nbformat": 4, "nbformat_minor": 4 }