{ "cells": [ { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "# Inferring parameters of SDEs using a Euler-Maruyama scheme\n", "\n", "_This notebook is derived from a presentation prepared for the Theoretical Neuroscience Group, Institute of Systems Neuroscience at Aix-Marseile University._" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import arviz as az\n", "import pymc3 as pm\n", "import scipy\n", "import theano.tensor as tt\n", "\n", "from pymc3.distributions.timeseries import EulerMaruyama" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": { "button": false, "nbpresent": { "id": "2325c7f9-37bd-4a65-aade-86bee1bff5e3" }, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "## Toy model 1\n", "\n", "Here's a scalar linear SDE in symbolic form\n", "\n", "$ dX_t = \\lambda X_t + \\sigma^2 dW_t $\n", "\n", "discretized with the Euler-Maruyama scheme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "# parameters\n", "λ = -0.78\n", "σ2 = 5e-3\n", "N = 200\n", "dt = 1e-1\n", "\n", "# time series\n", "x = 0.1\n", "x_t = []\n", "\n", "# simulate\n", "for i in range(N):\n", " x += dt * λ * x + sqrt(dt) * σ2 * randn()\n", " x_t.append(x)\n", "\n", "x_t = array(x_t)\n", "\n", "# z_t noisy observation\n", "z_t = x_t + randn(x_t.size) * 5e-3" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "button": false, "nbpresent": { "id": "0994bfef-45dc-48da-b6bf-c7b38d62bf11" }, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 291, "width": 990 } }, "output_type": "display_data" } ], "source": [ "figure(figsize=(10, 3))\n", "subplot(121)\n", "plot(x_t[:30], \"k\", label=\"$x(t)$\", alpha=0.5), plot(z_t[:30], \"r\", label=\"$z(t)$\", alpha=0.5)\n", "title(\"Transient\"), legend()\n", "subplot(122)\n", "plot(x_t[30:], \"k\", label=\"$x(t)$\", alpha=0.5), plot(z_t[30:], \"r\", label=\"$z(t)$\", alpha=0.5)\n", "title(\"All time\")\n", "tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "source": [ "What is the inference we want to make? Since we've made a noisy observation of the generated time series, we need to estimate both $x(t)$ and $\\lambda$." ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "First, we rewrite our SDE as a function returning a tuple of the drift and diffusion coefficients" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "def lin_sde(x, lam):\n", " return lam * x, σ2" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "Next, we describe the probability model as a set of three stochastic variables, `lam`, `xh`, and `zh`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "button": false, "nbpresent": { "id": "4f90230d-f303-4b3b-a69e-304a632c6407" }, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "with pm.Model() as model:\n", " # uniform prior, but we know it must be negative\n", " lam = pm.Flat(\"lam\")\n", "\n", " # \"hidden states\" following a linear SDE distribution\n", " # parametrized by time step (det. variable) and lam (random variable)\n", " xh = EulerMaruyama(\"xh\", dt, lin_sde, (lam,), shape=N, testval=x_t)\n", "\n", " # predicted observation\n", " zh = pm.Normal(\"zh\", mu=xh, sigma=5e-3, observed=z_t)" ] }, { "cell_type": "markdown", "metadata": { "button": false, "nbpresent": { "id": "287d10b5-0193-4ffe-92a7-362993c4b72e" }, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "Once the model is constructed, we perform inference, i.e. sample from the posterior distribution, in the following steps:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [xh, lam]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [12000/12000 00:56<00:00 Sampling 4 chains, 2,000 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 58 seconds.\n", "The acceptance probability does not match the target. It is 0.9255362275622311, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The chain contains only diverging samples. The model is probably misspecified.\n", "The acceptance probability does not match the target. It is 0.2038179163556457, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "with model:\n", " trace = pm.sample(2000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "Next, we plot some basic statistics on the samples from the posterior," ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "button": false, "nbpresent": { "id": "925f1829-24cb-4c28-9b6b-7e9c9e86f2fd" }, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 273, "width": 858 } }, "output_type": "display_data" } ], "source": [ "figure(figsize=(10, 3))\n", "subplot(121)\n", "plot(percentile(trace[xh], [2.5, 97.5], axis=0).T, \"k\", label=r\"$\\hat{x}_{95\\%}(t)$\")\n", "plot(x_t, \"r\", label=\"$x(t)$\")\n", "legend()\n", "\n", "subplot(122)\n", "hist(trace[lam], 30, label=r\"$\\hat{\\lambda}$\", alpha=0.5)\n", "axvline(λ, color=\"r\", label=r\"$\\lambda$\", alpha=0.5)\n", "legend();" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "A model can fit the data precisely and still be wrong; we need to use _posterior predictive checks_ to assess if, under our fit model, the data our likely.\n", "\n", "In other words, we \n", "- assume the model is correct\n", "- simulate new observations\n", "- check that the new observations fit with the original data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "data": { "text/html": [ "\n", "
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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 271, "width": 847 } }, "output_type": "display_data" } ], "source": [ "# generate trace from posterior\n", "ppc_trace = pm.sample_posterior_predictive(trace, model=model)\n", "\n", "# plot with data\n", "figure(figsize=(10, 3))\n", "plot(percentile(ppc_trace[\"zh\"], [2.5, 97.5], axis=0).T, \"k\", label=r\"$z_{95\\% PP}(t)$\")\n", "plot(z_t, \"r\", label=\"$z(t)$\")\n", "legend()" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "source": [ "Note that \n", "\n", "- inference also estimates the initial conditions\n", "- the observed data $z(t)$ lies fully within the 95% interval of the PPC.\n", "- there are many other ways of evaluating fit" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "slide" } }, "source": [ "### Toy model 2\n", "\n", "As the next model, let's use a 2D deterministic oscillator, \n", "\\begin{align}\n", "\\dot{x} &= \\tau (x - x^3/3 + y) \\\\\n", "\\dot{y} &= \\frac{1}{\\tau} (a - x)\n", "\\end{align}\n", "\n", "with noisy observation $z(t) = m x + (1 - m) y + N(0, 0.05)$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 194, "width": 828 } }, "output_type": "display_data" } ], "source": [ "N, τ, a, m, σ2 = 200, 3.0, 1.05, 0.2, 1e-1\n", "xs, ys = [0.0], [1.0]\n", "for i in range(N):\n", " x, y = xs[-1], ys[-1]\n", " dx = τ * (x - x**3.0 / 3.0 + y)\n", " dy = (1.0 / τ) * (a - x)\n", " xs.append(x + dt * dx + sqrt(dt) * σ2 * randn())\n", " ys.append(y + dt * dy + sqrt(dt) * σ2 * randn())\n", "xs, ys = array(xs), array(ys)\n", "zs = m * xs + (1 - m) * ys + randn(xs.size) * 0.1\n", "\n", "figure(figsize=(10, 2))\n", "plot(xs, label=\"$x(t)$\")\n", "plot(ys, label=\"$y(t)$\")\n", "plot(zs, label=\"$z(t)$\")\n", "legend()" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "Now, estimate the hidden states $x(t)$ and $y(t)$, as well as parameters $\\tau$, $a$ and $m$.\n", "\n", "As before, we rewrite our SDE as a function returned drift & diffusion coefficients:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "def osc_sde(xy, τ, a):\n", " x, y = xy[:, 0], xy[:, 1]\n", " dx = τ * (x - x**3.0 / 3.0 + y)\n", " dy = (1.0 / τ) * (a - x)\n", " dxy = tt.stack([dx, dy], axis=0).T\n", " return dxy, σ2" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "source": [ "As before, the Euler-Maruyama discretization of the SDE is written as a prediction of the state at step $i+1$ based on the state at step $i$." ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "We can now write our statistical model as before, with uninformative priors on $\\tau$, $a$ and $m$:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "xys = c_[xs, ys]\n", "\n", "with pm.Model() as model:\n", " τh = pm.Uniform(\"τh\", lower=0.1, upper=5.0)\n", " ah = pm.Uniform(\"ah\", lower=0.5, upper=1.5)\n", " mh = pm.Uniform(\"mh\", lower=0.0, upper=1.0)\n", " xyh = EulerMaruyama(\"xyh\", dt, osc_sde, (τh, ah), shape=xys.shape, testval=xys)\n", " zh = pm.Normal(\"zh\", mu=mh * xyh[:, 0] + (1 - mh) * xyh[:, 1], sigma=0.1, observed=zs)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [xyh, mh, ah, τh]\n" ] }, { "data": { "text/html": [ "\n", "
\n", " \n", " \n", " 100.00% [12000/12000 02:02<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 2_000 draw iterations (4_000 + 8_000 draws total) took 125 seconds.\n", "The number of effective samples is smaller than 10% for some parameters.\n" ] } ], "source": [ "with model:\n", " trace = pm.sample(2000, tune=1000)" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "Again, the result is a set of samples from the posterior, including our parameters of interest but also the hidden states" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 590, "width": 996 } }, "output_type": "display_data" } ], "source": [ "figure(figsize=(10, 6))\n", "subplot(211)\n", "plot(percentile(trace[xyh][..., 0], [2.5, 97.5], axis=0).T, \"k\", label=r\"$\\hat{x}_{95\\%}(t)$\")\n", "plot(xs, \"r\", label=\"$x(t)$\")\n", "legend(loc=0)\n", "subplot(234), hist(trace[\"τh\"]), axvline(τ), xlim([1.0, 4.0]), title(\"τ\")\n", "subplot(235), hist(trace[\"ah\"]), axvline(a), xlim([0, 2.0]), title(\"a\")\n", "subplot(236), hist(trace[\"mh\"]), axvline(m), xlim([0, 1]), title(\"m\")\n", "tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false }, "slideshow": { "slide_type": "subslide" } }, "source": [ "Again, we can perform a posterior predictive check, that our data are likely given the fit model" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "button": false, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [ { "data": { "text/html": [ "\n", "
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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 270, "width": 812 } }, "output_type": "display_data" } ], "source": [ "# generate trace from posterior\n", "ppc_trace = pm.sample_posterior_predictive(trace, model=model)\n", "\n", "# plot with data\n", "figure(figsize=(10, 3))\n", "plot(percentile(ppc_trace[\"zh\"], [2.5, 97.5], axis=0).T, \"k\", label=r\"$z_{95\\% PP}(t)$\")\n", "plot(zs, \"r\", label=\"$z(t)$\")\n", "legend()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scipy 1.4.1\n", "logging 0.5.1.2\n", "matplotlib.pylab 1.18.5\n", "re 2.2.1\n", "pymc3 3.9.0\n", "matplotlib 3.2.1\n", "numpy 1.18.5\n", "arviz 0.8.3\n", "last updated: Mon Jun 15 2020 \n", "\n", "CPython 3.7.7\n", "IPython 7.15.0\n", "watermark 2.0.2\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": 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