{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Copyright (c) 2020 Urbain Vaes. All rights reserved.\n", "#\n", "# This work is licensed under the terms of the MIT license.\n", "# For a copy, see .\n", "import scipy.stats\n", "import scipy.optimize\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "lines_to_next_cell": 0 }, "outputs": [], "source": [ "matplotlib.rc('font', size=20)\n", "matplotlib.rc('font', family='serif')\n", "matplotlib.rc('figure', figsize=(13, 8))\n", "matplotlib.rc('lines', linewidth=2)\n", "matplotlib.rc('lines', markersize=12)\n", "matplotlib.rc('figure.subplot', hspace=.1)\n", "np.random.seed(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95% confidence interval for P: [0.004665, 0.017699], Width = 0.013034444329235123\n", "95% confidence interval for P: [0.009782, 0.013701], Width = 0.003919009199343104\n" ] } ], "source": [ "# Parameters\n", "x0, T, β = -1, 1, 5\n", "σ = np.sqrt(2/β)\n", "\n", "# Derivative of the external potential\n", "drift = lambda x: - x**3 + x\n", "\n", "# Indicator functions of which we want to calculate the expectation\n", "def f(x):\n", " return (x >= 0)\n", "\n", "def importance_sampling(b_fun, m, N, plot=False, plot_title=None):\n", " # N is the number of discretization points and m is the number of replicas\n", " # of the numerical solution\n", "\n", " # Time and Brownian increments\n", " Δt = T/N\n", " Δw = np.sqrt(Δt) * np.random.randn(N, m)\n", "\n", " # Likelihood ratio\n", " def g(x):\n", " n_paths = x.shape[1]\n", " result = np.zeros(n_paths)\n", " for i in range(N):\n", " bi = b_fun(x[i, :])\n", " result += bi * (x[i+1, :] - x[i, :] - drift(x[i, :]) * Δt) - (1/2) * bi**2 * Δt\n", " return np.exp(-(1/σ**2) * result)\n", "\n", " # We store the initial condition in x too (hence N + 1)\n", " x = np.zeros((N + 1, m))\n", "\n", " # Set initial condition\n", " x[0, :] = x0\n", "\n", " for j in range(N):\n", " x[j + 1] = x[j] + drift(x[j]) * Δt + b_fun(x[j]) * Δt + σ * Δw[j]\n", "\n", " # Evaluate target function and likelihood ratio\n", " fx, gx = f(x), g(x)\n", "\n", " estimator = np.mean(fx*gx)\n", " variance = np.var(fx*gx)\n", "\n", " if plot:\n", " n_samples = 20\n", "\n", " # Calculate colors\n", " colors = np.log10(gx[:n_samples])\n", " Max, Min = np.max(colors), np.min(colors)\n", " delta = Max - Min\n", "\n", " # Colormap\n", " cmap = matplotlib.cm.get_cmap('GnBu')\n", " colors = (colors - np.min(colors)) / delta if delta > 1e-8 else None\n", "\n", " # Figure\n", " fig = plt.figure(constrained_layout=True)\n", " gs = fig.add_gridspec(8, 1)\n", "\n", " if delta < 1e-8:\n", " ax_plot = fig.add_subplot(gs[:, :])\n", " else:\n", " ax_plot = fig.add_subplot(gs[:-1, :])\n", " ax_cb = fig.add_subplot(gs[-1, :])\n", "\n", " t = np.linspace(0, T, N + 1)\n", " ax_plot.set_xlabel('$x$')\n", " ax_plot.set_ylabel('$y$')\n", " for j in range(n_samples):\n", " color = cmap(colors[j]) if colors is not None else None\n", " ax_plot.plot(x[:, j], t, color=color)\n", "\n", " # 'ls' is 'linestyle' and 'c' = 'color'\n", " ax_plot.vlines(0, ymin=0, ymax=1)\n", "\n", " # Add standalone colorbar\n", " if delta > 1e-8:\n", " norm = matplotlib.colors.LogNorm(vmin=10**Min, vmax=10**Max)\n", " # norm = matplotlib.colors.Normalize(vmin=Min, vmax=Max)\n", " cb = matplotlib.colorbar.ColorbarBase(\n", " ax_cb, cmap=cmap, norm=norm, orientation='horizontal')\n", " cb.set_label(\"Likelihood ratio\")\n", "\n", " plt.show()\n", "\n", " return estimator, variance\n", "\n", "def print_confidence(m, v):\n", " a = scipy.stats.norm.ppf(.975)\n", " print(\"95% confidence interval for P: [{:0.6f}, {:0.6f}]\"\n", " .format(m - a*np.sqrt(v), m + a*np.sqrt(v)) +\n", " \", Width = {}\".format(2*a*np.sqrt(v)))\n", "\n", "# Number of samples\n", "m = 10**3\n", "\n", "# Additional drift to define importance distribution\n", "b = 1.5\n", "b_fun = lambda x: (x < 0)*b\n", "\n", "def estimate(N):\n", " # Without importance sampling\n", " mean, var = importance_sampling(b_fun=lambda x: 0, m=m, N=N)\n", " print_confidence(mean, var/m)\n", "\n", " # With importance sampling\n", " mean_im, var = importance_sampling(b_fun, m=m, N=N)\n", " print_confidence(mean_im, var/m)\n", "\n", "# Here the error induced by the fact that we are calculating the supremum based\n", "# on only a finite number of discretization points dominates.\n", "estimate(10)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95% confidence interval for P: [0.002233, 0.013015], Width = 0.010782040049494167\n", "95% confidence interval for P: [0.008656, 0.013196], Width = 0.0045397721764685725\n" ] } ], "source": [ "# To obtain a better estimate, we reduce the time step\n", "estimate(10**2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "95% confidence interval for P: [0.002313, 0.013181], Width = 0.010868337192279882\n", "95% confidence interval for P: [0.008507, 0.012240], Width = 0.0037325068490064377\n" ] } ], "source": [ "# We obtain an even better estimate by further reducing the time step\n", "estimate(10**3)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "lines_to_end_of_cell_marker": 0, "lines_to_next_cell": 0 }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot trajectories from nominal and importance distributions\n", "mean, var = importance_sampling(b_fun=lambda x: 0, m=m, N=10**3, plot=True,\n", " plot_title=\"Nominal distribution\")\n", "mean_im, var = importance_sampling(b_fun, m=m, N=10**3, plot=True,\n", " plot_title=\"Importance distribution\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 3" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.000003529666372\n", "1.0000062042561522\n", "1.000006674152795\n", "1.0000054422126667\n", "1.0000050938830782\n" ] } ], "source": [ "def euler_maruyama(drif, diff, x0, n, m, Δt):\n", " x = np.zeros((n + 1, m))\n", "\n", " # Initial condition\n", " x[0] = x0\n", "\n", " # Brownian increments\n", " Δw = np.sqrt(Δt) * np.random.randn(n, m)\n", "\n", " for i in range(n):\n", " if np.max(np.abs(x[i])) > 1e100: # Blow up\n", " return x[:i]\n", " x[i+1] = x[i] + drif(x[i]) * Δt + diff(x[i]) * Δw[i]\n", "\n", " return x\n", "\n", "drif = lambda x, μ, σ: - μ*x*(1-x)\n", "diff = lambda x, μ, σ: - σ*x*(1-x)\n", "drif_prime = lambda x, μ, σ: - μ*(1-x) + μ*x\n", "\n", "# Parameters of the equation\n", "μ = -1\n", "\n", "# Parameters of the simulation\n", "n, m, Δt = 1000, 1000, .01\n", "\n", "for σ in [.5, .6, .7, .8, .9]:\n", " y = euler_maruyama(\n", " lambda x: drif(x, μ, σ),\n", " lambda x: drif(x, μ, σ),\n", " 1.1 + np.zeros(m),\n", " n, m, Δt)\n", "\n", " print(np.mean(y[-1]**2))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.5031247596321244e+99\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Issues can appear if Δt is too large\n", "n, m, Δt = 1000, 1000, .5\n", "\n", "for σ in [.5, .6, .7, .8, .9]:\n", " y = euler_maruyama(\n", " lambda x: drif(x, μ, σ),\n", " lambda x: drif(x, μ, σ),\n", " 1.1 + np.zeros(m),\n", " n, m, Δt)\n", "\n", " M = np.mean(y[-1]**2)\n", " print(M)\n", "\n", " if M > 2:\n", " fig, ax = plt.subplots()\n", " t = np.linspace(0, (len(y) - 1)*Δt, len(y))\n", " ax.plot(t, y[:, :])\n", " ax.set_yscale('symlog')\n", " ax.set_xlabel(\"Time\")\n", " plt.show()\n", " break" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "lines_to_end_of_cell_marker": 0, "lines_to_next_cell": 0 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0\n", "1.0\n", "1.0\n", "1.0\n", "1.0\n" ] } ], "source": [ "# Euler θ method\n", "σ, n, m, Δt = 1, 100, 100, 1\n", "\n", "def euler_theta(drif, diff, drif_prime, x0, n, m, Δt, θ=0):\n", " x = np.zeros((n + 1, m))\n", "\n", " # Initial condition\n", " x[0] = x0\n", "\n", " # Brownian increments\n", " Δw = np.sqrt(Δt) * np.random.randn(n, m)\n", "\n", " for i in range(n):\n", " if np.max(np.abs(x[i])) > 1e100: # Blow up\n", " return x[:i]\n", " for j in range(m):\n", " f = lambda z: x[i,j] + ((1-θ)*drif(x[i,j]) + θ*drif(z)) * Δt \\\n", " + diff(x[i,j]) * Δw[i,j] - z\n", " fprime = lambda z: θ*drif_prime(z) * Δt - 1\n", " result = scipy.optimize.root_scalar(f=f, fprime=fprime, x0=x[i,j])\n", " if result.converged:\n", " x[i+1,j] = result.root\n", " return x\n", "\n", "for σ in [.5, .6, .7, .8, .9]:\n", " y = euler_theta(\n", " lambda x: drif(x, μ, σ),\n", " lambda x: drif(x, μ, σ),\n", " lambda x: drif_prime(x, μ, σ),\n", " 1.1 + np.zeros(m),\n", " n, m, Δt, θ=.5)\n", "\n", " M = np.mean(y[-1]**2)\n", " print(M)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 6" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "lines_to_end_of_cell_marker": 0, "lines_to_next_cell": 0 }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This is a function frow w9\n", "def Metropolis_Hastings(n, J, π, x0, q, q_sampler):\n", " # x0: Initial condition\n", " # n: Number of iterations\n", " # J: Number of particles\n", "\n", " # (Notice that, in fact, taking the minimum is not necessary)\n", " α = lambda x, y: np.minimum(1, π(y)*q(y, x) / (π(x)*q(x, y)))\n", "\n", " # Vector with trajectories\n", " x = np.zeros((n + 1, J), dtype=type(x0))\n", "\n", " # Initial condition\n", " x[0, :] = x[0, :] + x0\n", "\n", " for i in range(n):\n", " y = q_sampler(x[i])\n", " u = np.random.rand(J)\n", " x[i + 1] = np.where(u < α(x[i], y), y, x[i])\n", "\n", " return x\n", "\n", "# Number of particles\n", "J = 1000\n", "\n", "# Number of steps\n", "n = 100\n", "\n", "# Size of discrete state space\n", "N = 10\n", "\n", "# Discrete state space\n", "S = np.arange(N, dtype=int)\n", "\n", "# Desired stationary distribution\n", "f = np.math.factorial\n", "\n", "# For the first part of the problem\n", "def π_binomial(x, p=.5):\n", " return np.array([f(N)/f(k)/f(N-k)*p**k*(1-p)**(N-k) for k in x])\n", "\n", "# Independence sampler with uniform proposal\n", "q_indep = lambda x, y: 1/N\n", "q_indep_sampler = lambda x: np.random.randint(0, N + 1, size=len(x))\n", "\n", "# For the second part of the problem\n", "def π_geometric(x, p=.5):\n", " result = np.array([p*(1-p)**(k-1) for k in x])\n", " # When x ≤ 0, π_geometric(x) should be zero.\n", " #\n", " # For π_binomial(x) above, including this additonal line was not required\n", " # because the proposal was always in {1, ..., N}.\n", " return np.where(x > 0, result, 0)\n", "\n", "# RWMH with uniform proposal\n", "δ = 5\n", "q_rwmh = lambda x, y: (1/(2*δ + 1)) * (np.abs(y - x) <= δ)\n", "q_rwmh_sampler = lambda x: (x + np.random.randint(-δ, δ, size=len(x)))\n", "\n", "# Result\n", "x0, mh = 1, Metropolis_Hastings\n", "x_binomial = mh(n, J, π_binomial, x0, q_indep, q_indep_sampler)\n", "x_geometric = mh(n, J, π_geometric, x0, q_rwmh, q_rwmh_sampler)\n", "\n", "# Plot\n", "for x, π in (x_binomial, π_binomial), (x_geometric, π_geometric):\n", " fig, ax = plt.subplots()\n", " ax.set_title(\"Probability mass function at iteration ${}$\".format(len(x)))\n", " ax.set_xlabel(\"$x$\")\n", " x_plot, y_plot = np.unique(x[-1], return_counts=True)\n", " ax.stem(x_plot - .05, y_plot/len(x[0]), use_line_collection=True,\n", " label=\"Metropolis-Hastings runs\", linefmt='C0-', markerfmt='C0o')\n", " ax.stem(x_plot + .05, π(x_plot), use_line_collection=True,\n", " label=\"Target distribution\", linefmt='C1-', markerfmt='C1o')\n", " ax.legend(loc=\"upper right\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 8" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def Barker(n, J, π, x0, q, q_sampler):\n", " # x0: Initial condition\n", " # n: Number of iterations\n", " # J: Number of particles\n", "\n", " # (Notice that, in fact, taking the minimum is not necessary)\n", " α = lambda x, y: 1/(1 + π(x)*q(x, y)/(π(y)*q(y,x)))\n", "\n", " # Vector with trajectories\n", " x = np.zeros((n + 1, J), dtype=type(x0))\n", "\n", " # Initial condition\n", " x[0, :] = x[0, :] + x0\n", "\n", " for i in range(n):\n", " y = q_sampler(x[i])\n", " u = np.random.rand(J)\n", " x[i + 1] = np.where(u < α(x[i], y), y, x[i])\n", "\n", " return x\n", "\n", "# Number of particles\n", "J = 1\n", "\n", "# Number of steps\n", "n = 10000\n", "\n", "π = lambda x: (1/np.sqrt(2*np.pi)) * np.exp(-x**2/2)\n", "\n", "# RWMH with Gaussian proposal\n", "δ = .6\n", "# Normalization not necessary\n", "q = lambda x, y: np.exp(-(x-y)**2/2/δ**2)\n", "q_sampler = lambda x: x + δ*np.random.randn(len(x))\n", "\n", "# Result\n", "args=(n, J, π, 0., q, q_sampler)\n", "xb, xmh = Barker(*args), Metropolis_Hastings(*args)\n", "\n", "# Plot of the empirical PDF based on only one path,\n", "# to check that the methods work.\n", "fig, ax = plt.subplots()\n", "ax.set_title(\"Comparison of the PDFs\".format(len(x)))\n", "ax.set_xlabel(\"$x$\")\n", "ax.hist(np.hstack((xmh, xb)), bins=20, density=True)\n", "x_plot = np.linspace(-4, 4, 200)\n", "ax.plot(x_plot, π(x_plot))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acceptance rate" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.463 0.8104\n" ] } ], "source": [ "# Store xb and xmh as one-dimensional arrays, for convenience\n", "xb, xmh = xb[:,0], xmh[:,0]\n", "\n", "# Note that the lines below work because we are in the case of a continuous\n", "# state space. Indeed the probability that the proposal at step i is X[i] is\n", "# zero, so X[i+1] == X[i] indicates a rejection. In the case of a discrete\n", "# state space, there can be a strictly positive probability that a proposal is\n", "# equal X[i].\n", "n_rejected_b = np.sum(np.diff(xb) == 0)\n", "n_rejected_mh = np.sum(np.diff(xmh) == 0)\n", "\n", "# The acceptance rate is higher for MH:\n", "print((n-n_rejected_b)/n, (n-n_rejected_mh)/n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Effective sample size" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "lines_to_end_of_cell_marker": 0, "lines_to_next_cell": 0 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "936.0104603783014\n", "2102.894316332695\n" ] } ], "source": [ "# Truncation limit for the autocorrelation function. For large k, the\n", "# statistical error related to the calculation of ρ(k) based on one trajectory\n", "# becomes significant, so truncation helps.\n", "K = 1000\n", "\n", "gammas_mh = np.zeros(K)\n", "gammas_b = np.zeros(K)\n", "\n", "gammas_mh[0] = np.var(xmh)\n", "gammas_b[0] = np.var(xb)\n", "\n", "ymh = xmh - np.mean(xmh)\n", "yb = xb - np.mean(xb)\n", "\n", "for k in range(1, K):\n", " gammas_mh[k] = np.mean(ymh[k:] * ymh[:-k])\n", " gammas_b[k] = np.mean(yb[k:] * yb[:-k])\n", "\n", "rho_mh = gammas_mh / gammas_mh[0]\n", "rho_b = gammas_b / gammas_b[0]\n", "\n", "# Effective sample sizes\n", "print(n/(rho_mh[0] + 2*np.sum(rho_mh[1:])))\n", "print(n/(rho_b[0] + 2*np.sum(rho_b[1:])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Problem 10" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[3.13424793 6.01297523]\n", "[[1.98228972 0.45910324]\n", " [0.45910324 0.94508608]]\n" ] } ], "source": [ "# We redefine the function in order to be able to deal with vector input.\n", "# We will only implement one replica.\n", "def Metropolis_Hastings(n, π, x0, q, q_sampler):\n", " # x0: Initial condition\n", " # n: Number of iterations\n", "\n", " # (Notice that, in fact, taking the minimum is not necessary)\n", " α = lambda x, y: np.minimum(1, π(y)*q(y, x) / (π(x)*q(x, y)))\n", "\n", " # Vector with trajectories\n", " x = np.zeros((n + 1, len(x0)))\n", "\n", " # Initial condition\n", " x[0] = x0\n", "\n", " for i in range(n):\n", " y = q_sampler(x[i])\n", " u = np.random.rand(J)\n", " x[i + 1] = np.where(u < α(x[i], y), y, x[i])\n", "\n", " return x\n", "\n", "μ = np.array([3, 6])\n", "Σ = np.array([[2, .5], [.5, 1]])\n", "Σ_inv = np.linalg.inv(Σ)\n", "\n", "drif = lambda x: - Σ_inv.dot(x - μ)\n", "diff = lambda x: np.sqrt(2)\n", "\n", "def π(x):\n", " # Normalization constant, not necessary\n", " norm = (1/(2*np.pi*np.linalg.det(Σ)))\n", " return np.exp(-Σ_inv.dot(x-μ).dot(x-μ)/2)\n", " # In python, a.b.c is (a.b).c\n", "\n", "# Normalization not necessary\n", "δ = .1\n", "q = lambda x, y: np.exp(-np.linalg.norm(y - x - δ*drif(x))**2/(4*δ))\n", "q_sampler = lambda x: x + drif(x)*δ + diff(x)*np.sqrt(δ)*np.random.randn(2)\n", "\n", "# Number of steps\n", "n = 10000\n", "x_mala = Metropolis_Hastings(n, π, [0., 0.], q, q_sampler)\n", "\n", "print(np.mean(x_mala, axis=0))\n", "print(np.cov(x_mala.T))" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "main_language": "python", "notebook_metadata_filter": "-all" } }, "nbformat": 4, "nbformat_minor": 4 }