{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import numpy.random as rnd\n", "from scipy import stats\n", "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "# Rare-event simulation\n", "## Lecture 1\n", "### Patrick Laub, Institut de Science Financière et d’Assurances" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Who am I? \n", "\n", "- Patrick (Pat) Laub\n", "- Post-doc here\n", "- Background in Software Engineering and Mathematics\n", "- PhD in Applied Probability between Australia & Denmark\n", "- patrick.laub@gmail.com, office in 1405" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Rare-event estimation\n", "\n", "Calculating tiny probabilities using computers...\n", "\n", "Classical problem is\n", "\n", "$$ \\ell = \\mathbb{P}(X > \\gamma) $$\n", "\n", "for $\\gamma \\gg 0$. E.g. $\\ell \\in [10^{-4}, 10^{-15}]$. \n", "\n", "Or, related problem, of finding\n", "\n", "$$ \\mathbb{E}[ X 1\\{ X > \\gamma \\} ] . $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Applications \n", "\n", "All kinds of systems reliability problems. Want to control a nuclear reactor to ensure\n", "\n", "$$ \\ell = \\mathbb{P}(\\text{Maximum Temperature over}~T~\\text{years} > \\gamma) $$\n", "\n", "is small. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Insurance applications\n", "\n", "Writing a contract to cover a country for catastrophic weather conditions. \n", "\n", "Or, in loss distribution approach, have aggregate losses $ S_N = \\sum_{i=1}^N X_i $ where the number of claims $N$ is random, as are the claim sizes $X_i$. Want to know\n", "\n", "$$ \\text{Value-at-Risk}_\\alpha = \\inf\\{ x : \\mathbb{P}(S_N < x) \\ge 1 - \\alpha \\} $$\n", "\n", "when $\\alpha \\in (0, 1) $ is small. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "hideCode": false, "hidePrompt": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Ns = rnd.poisson(100, size=1000); Xs = rnd.pareto(2, size=np.sum(Ns))\n", "cumNs = np.insert(np.cumsum(Ns), 0, 0)\n", "S_Ns = np.array([np.sum(Xs[cumNs[i]:cumNs[i+1]]) for i in range(R)])\n", "plt.hist(S_Ns, bins=R//10);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Finance application: out-of-the-money option pricing\n", "\n", "Want\n", "\n", "$$ \\mathbb{E}[ (S_T - K)_+ \\mid S_0 ] $$\n", "\n", "for stock price $(S_t)_{t \\ge 0}$, and $S_0 \\ll K$.\n", "\n", "For example, $K = 107$, and $S_t = S_0 \\cdot \\mathrm{e}^{X_t} $ where $X_t \\sim \\text{BM}(\\mu=0.04, \\sigma = 0.01)$, and $S_0 = 100$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hideCode": true, "hidePrompt": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "K = 107; r = 0.04; σ = 0.01; S_0 = 100\n", "ts = np.linspace(0, 1, 1000)\n", "dt = ts[1] - ts[0]\n", "\n", "jumps = r*dt + σ * np.sqrt(dt) * rnd.normal(size=len(ts)-1)\n", "X_t = np.cumsum(np.insert(jumps, 0, 0))\n", "S_t = S_0 * np.exp(X_t)\n", "\n", "plt.plot(ts, S_t)\n", "plt.plot([ts.min(), ts.max()], [K, K])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "hideCode": true, "hidePrompt": true, "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "6 out of 1000 in the money\n" ] } ], "source": [ "fig, ax = plt.subplots(figsize=(20, 7))\n", "\n", "K = 107; r = 0.04; σ = 0.01; S_0 = 100\n", "ts = np.linspace(0, 1, 1000)\n", "dt = ts[1] - ts[0]\n", "\n", "\n", "R = 1000\n", "norms = rnd.normal(size=[len(ts)-1, R])\n", "jumps = r*dt + σ*np.sqrt(dt) * norms\n", "X_t = np.cumsum(jumps, axis=0)\n", "S_t = S_0 * np.exp(X_t)\n", "\n", "\n", "winners = (S_t.max(axis=0) > K)\n", "\n", "if sum(winners) > 0:\n", " plt.plot(ts[1:], S_t[:,winners])\n", "losers = ~winners\n", "plt.plot(ts[1:], S_t[:,losers], alpha=0.08)\n", "\n", "#plt.plot(ts[1:], S_t)\n", "\n", "plt.plot([ts.min(), ts.max()], [K, K])\n", "plt.show()\n", "\n", "print(\"{} out of {} in the money\".format(sum(winners), R))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Finance application: barrier option pricing\n", "\n", "Want\n", "\n", "$$ \\mathbb{E}[ (S_T - K)_+ 1 \\{ \\min_{t \\in [0,T]} S_t < \\gamma \\} \\mid S_0 ] $$\n", "\n", "for stock price $(S_t)_{t \\ge 0}$, and $\\gamma \\ll S_0 \\ll K$.\n", "\n", "For example, $K = 110$, $\\gamma = 99$, and $S_t = S_0 \\cdot \\mathrm{e}^{X_t} $ where $X_t \\sim \\text{BM}(\\mu=0.04, \\sigma = 0.04)$, and $S_0 = 100$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": true, "hidePrompt": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "K = 110; γ = 99; r = 0.04; σ = 0.04; S_0 = 100\n", "ts = np.linspace(0, 1, 1000)\n", "dt = ts[1] - ts[0]\n", "\n", "jumps = r*dt + σ * np.sqrt(dt) * rnd.normal(size=len(ts)-1)\n", "X_t = np.cumsum(np.insert(jumps, 0, 0))\n", "S_t = S_0 * np.exp(X_t)\n", "\n", "plt.plot(ts, S_t)\n", "plt.plot([ts.min(), ts.max()], [K, K])\n", "plt.plot([ts.min(), ts.max()], [γ, γ])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "hideCode": true, "hidePrompt": true, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "3 out of 100 in the money\n" ] } ], "source": [ "K = 110; γ = 99; r = 0.04; σ = 0.04; S_0 = 100; R = 100\n", "ts = np.linspace(0, 1, 1000)\n", "dt = ts[1] - ts[0]\n", "\n", "fig, ax = plt.subplots(figsize=(20, 7))\n", "\n", "\n", "norms = rnd.normal(size=[len(ts)-1, R])\n", "jumps = r*dt + σ*np.sqrt(dt) * norms\n", "X_t = np.cumsum(jumps, axis=0)\n", "S_t = S_0 * np.exp(X_t)\n", "\n", "winners = (S_t.min(axis=0) < γ) * (S_t.max(axis=0) > K)\n", "\n", "if sum(winners) > 0:\n", " plt.plot(ts[1:], S_t[:,winners])\n", "losers = ~winners\n", "plt.plot(ts[1:], S_t[:,losers], alpha=0.08)\n", "\n", "plt.plot([ts.min(), ts.max()], [K, K], alpha=1)\n", "plt.plot([ts.min(), ts.max()], [γ, γ])\n", "plt.show()\n", "\n", "print(\"{} out of {} in the money\".format(sum(winners), R))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## To model, or not to model: that is the question\n", "\n", "__Data $\\rightarrow$ Model $\\rightarrow$ Results__\n", "\n", "versus\n", "\n", "__Data $\\longrightarrow$ Results__\n", "\n", "$$ \\mathbb{P}(\\text{Event}) \\approx \\text{ Historical frequency of the event} $$\n", "\n", "If a 'black swan', then you'd say $\\mathbb{P}(\\text{Event}) = 0$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## First option: do the math\n", "\n", "If the distribution is simple, we can do some algebra to get the answer:\n", "\n", "$$ \\ell = \\mathbb{P}(X > \\gamma) \\qquad X \\sim \\mathrm{Pareto}(\\alpha) $$\n", "\n", "$$ \\ell = \\int_\\gamma^\\infty f_X(x) \\, \\mathrm{d}x = \\int_\\gamma^\\infty \\frac{\\alpha}{x^{\\alpha+1}} \\mathrm{d}x \n", "= \\Bigl[ - \\frac{1}{x^{\\alpha}} \\Bigr]_\\gamma^\\infty = \\frac{1}{\\gamma^\\alpha} $$\n", "\n", "Here, doesn't matter if $\\gamma \\gg 0$.\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Second option: approximate the integral\n", "\n", "If algebra fails, can write the problem as an integral, and approximate that.\n", "\n", "$$ \\ell = \\mathbb{P}(X_1 + X_2 > \\gamma) \\qquad X_i \\overset{\\mathrm{i.i.d.}}{\\sim} \\mathrm{Pareto}(\\alpha) $$\n", "\n", "$$ \\ell = \\int_{x_1 = 1}^\\infty \\int_{x_2 = 1}^\\infty 1\\{x_1 + x_2 > \\gamma\\} f_{X_1}(x_1) f_{X_2}(x_2) \\,\\mathrm{d} x_1 \\, \\mathrm{d} x_2 $$\n", "\n", "\n", "All numerical integrations look like\n", "\n", "$$ \\int f(x) \\,\\mathrm{d} x \\approx \\sum_{i=1}^N w_i f(x_i) $$\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Mid-point Riemann rule \n", "\n", "$$ \\int_a^b f(x) \\,\\mathrm{d} x \\approx \\sum_{i=1}^{n-1} f\\left( \\frac{x_i + x_{i+1}}{2} \\right) h \\,. $$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": true, "hidePrompt": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(\"riemann.png\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Trapezoidal rule approximation\n", "\n", "$$ \\int_a^b f(x) \\,\\mathrm{d} x \\approx \\sum_{i=1}^{n-1} \\frac{ f(x_i) + f(x_{i+1}) }{2} h \\,. $$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hideCode": true, "hidePrompt": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(\"trapezoidal.png\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Simpson's rule approximation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hideCode": true, "hidePrompt": true, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(\"simpson.png\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Go from here up to the Newton-Cotes rules..." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Numerical integration\n", "\n", "In one dimension we evaluate the function $N$ times.\n", "\n", "$$ \\int f(x) \\,\\mathrm{d} x \\approx \\sum_{i=1}^N w_i f(x_i) $$\n", "\n", "How does it extend to multiple dimensions?\n", "\n", "$$ \\int \\int f(x, y) \\,\\mathrm{d} x \\, \\mathrm{d} y \\approx \\sum_{i=1}^N \\sum_{j=1}^N w_i w_j f(x_i, y_j) $$\n", "\n", "Now it is evaluated $N^2$ times. __Problem!__ For a problem with dimension $d$: \n", "\n", "$$ \\text{Number of function evaluations needed for fixed error} = \\text{Constant}^d $$ \n", "\n", "__Conclusion:__ for $d > 5$ give up hope \\[Also, no simple error bounds\\]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Option 3: use \"integration by darts\" Monte Carlo\n", "\n", "Say that we want to estimate $\\ell = \\mathbb{P}(X > \\gamma)$ for $X \\sim F_X$ with a _crude Monte Carlo estimate_\n", "\n", "$$ \\hat{\\ell} = \\frac{1}{R} \\sum_{r=1}^R 1\\{X_r > \\gamma\\} \\,, \\qquad X_r \\overset{\\mathrm{i.i.d.}}{\\sim} F_X \\,.$$\n", "\n", "Then we have $\\mathbb{E}[ \\hat{\\ell} ] = \\ell$, i.e., it is _unbiased_." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Example: estimating $\\pi$ \n", "\n", "Take $X, Y \\overset{\\mathrm{i.i.d.}}{\\sim} \\mathsf{Uniform}(0,1)$, and consider $\\ell = \\mathbb{P}( || (X,Y) ||_2 \\le 1 ) = \\mathbb{P}( X^2 + Y^2 \\le 1 )$.\n", "\n", "We can estimate it by \n", "$$ \\hat{\\ell} = \\frac1R \\sum_{r=1}^R 1 \\{ X_r^2 + Y_r^2 \\le 1\\} \\,. $$ \n", "\n", "Can also use a bit of logic to figure out that \n", "\n", "$$ \\ell = \\frac{\\text{Area of a quadrant of the unit circle}}{\\text{Area of the } [0,1]^2 \\text{ square}} = \\frac{\\pi}{4} .$$\n", "\n", "So, \n", "$$ \\hat{\\ell} \\approx \\ell = \\frac{\\pi}{4} \\quad \\Leftrightarrow \\quad \\pi \\approx 4 \\cdot \\hat{\\ell} .$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "#### Results:\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "cell_style": "split", "hideCode": false, "hideOutput": false, "hidePrompt": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.138568\n" ] } ], "source": [ "import numpy as np\n", "from scipy import stats\n", "\n", "R = 10**6\n", "Us = stats.uniform.rvs(size=(R, 2))\n", "norms = np.linalg.norm(Us, axis=1)\n", "indicators = norms < 1\n", "ests = 4 * indicators\n", "\n", "ellHat = ests.mean()\n", "sigmaHat = ests.std()\n", "print(ellHat)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "cell_style": "split", "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "numToPlot = 10**3\n", "colors = ['r' if ind else 'b' \n", " for ind in indicators[:numToPlot]]\n", "\n", "fig, ax = plt.subplots(figsize=(7, 7))\n", "ax.scatter(Us[:numToPlot,0], Us[:numToPlot,1], color=colors)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "hideCode": false, "hideOutput": false, "hidePrompt": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R = 10^1, \t Est = 3.2, \t Est_ = 2.182251830880273, \t Est^+ = 4.217748169119727\n", "R = 10^2, \t Est = 3.4, \t Est_ = 3.0781597701115415, \t Est^+ = 3.7218402298884583\n", "R = 10^3, \t Est = 3.136, \t Est_ = 3.0342251830880276, \t Est^+ = 3.2377748169119727\n", "R = 10^4, \t Est = 3.1424, \t Est_ = 3.110215977011154, \t Est^+ = 3.174584022988846\n", "R = 10^5, \t Est = 3.14296, \t Est_ = 3.1327825183088027, \t Est^+ = 3.1531374816911972\n", "R = 10^6, \t Est = 3.141796, \t Est_ = 3.1385775977011154, \t Est^+ = 3.145014402298884\n" ] } ], "source": [ "for Rexp in range(1, 6 + 1):\n", " ellHatMini = ests[:10**Rexp].mean()\n", " widthCI = 1.96 * sigmaHat / np.sqrt(10**Rexp)\n", " lowerCI = ellHatMini - widthCI\n", " upperCI = ellHatMini + widthCI\n", " \n", " print(\"R = 10^{}, \\t Est = {:10}, \\t Est_ = {}, \\t Est^+ = {}\".format(Rexp, ellHatMini, lowerCI, upperCI))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "\n", "| $R$ | $10^1$ | $10^2$ | $10^3$ | $10^4$ | $10^5$ | $10^6$ | $10^7$ | $10^8$ | $10^9$ |\n", "| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n", "|# Digits Confident | 0 | 0 | 0 | 2 | 2 | 2 | 3 | 4 | 4 |\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Confidence intervals\n", "\n", "$$ \\hat{\\ell}- q_{\\alpha/2} \\frac{\\sigma}{\\sqrt{R}} \\le \\ell \\le \\hat{\\ell}+ q_{\\alpha/2}\\frac{\\sigma}{\\sqrt{R}} \\quad \\text{with probability } 1-\\alpha , $$\n", "\n", "where $q_{\\alpha/2}$ is the quantile $\\mathbb{P}(Z \\le q_{\\alpha/2}) = \\frac{\\alpha}{2}$ of $Z \\sim \\mathsf{Normal}(0,1)$, and $\\sigma^2 = \\mathbb{V}\\mathrm{ar}( 1\\{ X > \\gamma \\} ) = \\mathbb{V}\\mathrm{ar}( \\hat{\\ell}(1) ) .$ \n", "\n", "For $\\alpha = 0.05$, we have $q_{\\alpha/2} \\approx 1.96$\n", "\n", "Why? Because we can use CLT for $R\\to\\infty$:\n", "\n", "$$ \\sqrt{R} \\bigl( \\hat{\\ell}(R) - \\ell \\bigr) \\overset{\\mathcal{D}}{\\longrightarrow} \\mathsf{Normal}(0, \\sigma^2) $$\n", "$$ \\Rightarrow \\hat{\\ell}(R) \\overset{\\mathrm{approx.}}{\\sim} \\mathsf{Normal}\\bigl(\\ell, \\frac{\\sigma^2}{R}\\bigr) .$$\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Conclusions to make about the CMC confidence intervals\n", "\n", "Great news, it performs the same regardless of dimension!\n", "\n", "Terrible news, it takes a bazillion samples to make it accurate." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## CMC is particularly bad in rare-event land\n", "\n", "Consider relative-error $|\\hat{\\ell} - \\ell | / \\ell = \\sqrt{ (\\hat{\\ell} - \\ell)^2 } / \\ell$\n", "\n", "$$ \\mathrm{RelativeError} = \\sqrt{ \\mathbb{E} \\bigl[ \\bigl( \\frac{ \\hat{\\ell} - \\ell }{\\ell} \\bigr)^2 \\bigr] }\n", "= \\sqrt{ \\frac{ \\mathbb{V}\\mathrm{ar} [\\hat{\\ell}] }{ \\ell^2 } } . $$\n", "\n", "Since $R \\cdot \\hat{\\ell}(R) \\sim \\mathsf{Binomial}(R, \\ell)$, we know $\\mathbb{V}\\mathrm{ar} [ R \\cdot \\hat{\\ell}(R) ] = R \\ell (1 - \\ell)$, so\n", "\n", "$$ \\Rightarrow \\mathrm{RelativeError} = \\sqrt{ \\frac{ (1 - \\ell) }{ R \\ell } } \\approx \\sqrt{ \\frac{1}{ R \\ell } } .$$\n", "\n", "As $\\ell \\searrow 0$ this $\\nearrow \\infty$. E.g. if $\\ell \\approx 10^{-6}$, and we want a RE of $0.01$, need $R \\approx 10^{10}$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Importance sampling\n", "\n", "For $X \\sim f(\\cdot)$, \n", "$$ \\mathbb{P}(X > \\gamma) = \\mathbb{E}_f[ 1\\{ X > \\gamma\\} ] \\approx \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} =: \\hat{\\ell}_{\\mathrm{CMC}} $$\n", "where $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f(\\cdot).$ For another density $g(\\cdot)$, called the _IS proposal density_,\n", "\n", "$$ \\mathbb{P}(X > \\gamma) = \\int_{-\\infty}^{\\infty} 1\\{ x > \\gamma\\} f(x) \\frac{g(x)}{g(x)} \\,\\mathrm{d}x = \\int_{-\\infty}^{\\infty} 1\\{ x > \\gamma\\} \\frac{f(x)}{g(x)} g(x) \\,\\mathrm{d}x $$\n", "\n", "$$ \\Rightarrow \\mathbb{P}(X > \\gamma) \n", "= \\mathbb{E}_g \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{g(X)} \\bigr] \\approx \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{g(X_r)} =: \\hat{\\ell}_{\\mathrm{IS}} $$\n", "\n", "where $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} g(\\cdot).$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "__Technical note__ Make sure $g(x) > 0$ whenever $1 \\{ x > \\gamma \\}$, otherwise we have a division by zero." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Importance sampling, mixed results\n", "\n", "\n", "$$ \\text{Know } ~~\\mathbb{E}[ \\hat{\\ell}_{\\mathrm{IS}} ] = \\mathbb{E} [ \\hat{\\ell}_{\\mathrm{CMC}} ] \\quad \\text{ and want } \\quad \n", "\\mathbb{V}\\mathrm{ar}[ \\hat{\\ell}_{\\mathrm{IS}} ] < \\mathbb{V}\\mathrm{ar}[ \\hat{\\ell}_{\\mathrm{CMC}} ] .$$\n", "\n", "Example: want $\\mathbb{P}( \\max\\{X_1, X_2\\} > 10)$ when $\\boldsymbol{X} \\sim \\mathsf{Normal}([0,0], [1,\\rho;\\rho,1])$ with $\\rho = \\mathbb{C}\\mathrm{or}(X_1, X_2) = 0.8$.\n", "\n", "Use IS for various $\\mathsf{Normal}(\\mu, 1)$ proposals. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "cell_style": "split" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(mus, estMeans);" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "cell_style": "split" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(mus, estVars);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Optimal IS proposal density\n", "\n", "What is the optimal IS density for $\\ell = \\mathbb{P}(X > \\gamma)$ for $X \\sim f(\\cdot)$?" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "slideshow": { "slide_type": "fragment" } }, "source": [ "$$ g^*(x) \\propto 1\\{ x > \\gamma \\} f(x) $$" ] }, { "cell_type": "markdown", "metadata": { "cell_style": "split", "slideshow": { "slide_type": "fragment" } }, "source": [ "$$ g^*(x) = \\frac{1\\{ x > \\gamma \\} f(x)}{\\ell} $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Unbiased and _zero variance_ estimator\n", "$$ \\hat{\\ell}_{\\mathrm{IS}} = 1\\{ X_1 > \\gamma\\} \\frac{f(X_1)}{g^*(X_1)} \\quad \\text{where } X_1 \\sim g^* $$\n", "and simplifying\n", "$$ \\hat{\\ell}_{\\mathrm{IS}} = 1\\{ X_1 > \\gamma\\} \\frac{f(X_1)}{\\frac{1\\{ X_1 > \\gamma \\} f(X_1)}{\\ell}} = \\ell $$\n", "which is a constant so $\\mathbb{V}\\mathrm{ar}[ \\hat{\\ell}_{\\mathrm{IS}} ] = 0$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Parametric variance minimization problem\n", "\n", "Search inside a family of distributions $f( \\,\\cdot\\, ; \\boldsymbol{\\theta})$ to find the lowest variance IS proposal.\n", " \n", " $$ \n", " \\DeclareMathOperator*{\\argmin}{arg\\,min}\n", " \\DeclareMathOperator*{\\argmax}{arg\\,max}\n", " \\begin{aligned}\n", " \\boldsymbol{v}^* \n", " &= \\argmin_{\\boldsymbol{v}} \\mathbb{V}\\mathrm{ar}_{f( \\,\\cdot\\, ; \\boldsymbol{v})} \\bigl[\\hat{\\ell}_{\\mathrm{IS} } \\bigr] \\\\\n", " &= \\argmin_{\\boldsymbol{v}}\\mathbb{V}\\mathrm{ar}_{f( \\,\\cdot\\, ; \\boldsymbol{v})}\\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{f( X ; \\boldsymbol{v})} \\bigr] \\\\\n", " &= \\argmin_{\\boldsymbol{v}}\\mathbb{E}_{f( \\,\\cdot\\, ; \\boldsymbol{v})} \\bigl[ 1\\{ X > \\gamma\\}^2 \\frac{f(X)^2}{f( X ; \\boldsymbol{v})^2} \\bigr] - \\mathbb{E}_{f( \\,\\cdot\\, ; \\boldsymbol{v})} \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{f( X ; \\boldsymbol{v})} \\bigr]^2 \\\\\n", " &= \\argmin_{\\boldsymbol{v}} \\mathbb{E}_{f( \\,\\cdot\\, ; \\boldsymbol{v})} \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)^2}{f( X ; \\boldsymbol{v})^2} \\bigr] - \\ell^2 \\\\\n", " &= \\argmin_{\\boldsymbol{v}} \\mathbb{E}_{f( \\,\\cdot\\, ; \\boldsymbol{v})} \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)^2}{f( X ; \\boldsymbol{v})^2} \\bigr] = \\argmin_{\\boldsymbol{v}} \\mathbb{E}_{f} \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{f( X ; \\boldsymbol{v})} \\bigr] .\n", "\\end{aligned}\n", " $$\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Parametric variance minimization problem continued\n", "\n", "Search inside a family of distributions $f( \\,\\cdot\\, ; \\boldsymbol{\\theta})$ to find the lowest variance IS proposal.\n", " \n", " $$ \n", " \\DeclareMathOperator*{\\argmin}{arg\\,min}\n", " \\DeclareMathOperator*{\\argmax}{arg\\,max}\n", " \\boldsymbol{v}^* \n", " = \\argmin_{\\boldsymbol{v}} \\mathbb{E}_{f} \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{f( X ; \\boldsymbol{v})} \\bigr]\n", " \\approx \\argmin_{\\boldsymbol{v}} \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f( X_r ; \\boldsymbol{v})}\n", " $$\n", " \n", " where $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f$. Need to solve this numerically, either with _numerical optimisation_ or by _rootfinding_:\n", " \n", " $$ \\nabla_{\\boldsymbol{v}} \\Bigl\\{ \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f( X_r ; \\boldsymbol{v})} \\Bigr\\}\n", " = \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} f(X_r) \\, \\nabla_{\\boldsymbol{v}} \\Bigl\\{ \\frac{1}{f( X_r ; \\boldsymbol{v})} \\Bigr\\} = \\boldsymbol{0} .$$\n", " \n", " \n", "As $\\nabla_{\\boldsymbol{v}} \\frac{1}{f( X_r ; \\boldsymbol{v})} = - \\frac{1}{f( X_r ; \\boldsymbol{v})^2} \\nabla_{\\boldsymbol{v}} \\, f( X_r; \\boldsymbol{v}) = - \\frac{1}{f( X_r ; \\boldsymbol{v})} \\nabla_{\\boldsymbol{v}} \\log\\bigl( f( X_r; \\boldsymbol{v}) \\bigr) $ which is the _score function_, so\n", "\n", "$$ \n", "\\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f( X_r ; \\boldsymbol{v})} \\nabla_{\\boldsymbol{v}} \\log\\bigl( f( X_r; \\boldsymbol{v}) \\bigr) = \\boldsymbol{0} . $$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Parametric variance minimization problem for rare events\n", "\n", "Search inside a family of distributions $f( \\,\\cdot\\, ; \\boldsymbol{\\theta})$ to find the lowest variance IS proposal. Solving:\n", "\n", " $$ \n", " \\DeclareMathOperator*{\\argmin}{arg\\,min}\n", " \\DeclareMathOperator*{\\argmax}{arg\\,max}\n", "\\argmin_{\\boldsymbol{v}} \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f( X_r ; \\boldsymbol{v})} \n", " $$\n", " \n", " where $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f$. These $1\\{ X_r > \\gamma\\}$ will all be zero if $\\gamma \\gg 0$. \n", " \n", " Could do some importance sampling with proposal $f( \\,\\cdot\\, ; \\boldsymbol{w})$:\n", " \n", " \n", " $$\n", " \\begin{aligned}\n", " \\boldsymbol{v}^* \n", " &= \\argmin_{\\boldsymbol{v}} \\mathbb{E}_{f} \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{f( X ; \\boldsymbol{v})} \\bigr] \n", " = \\argmin_{\\boldsymbol{v}} \\mathbb{E}_{ f( \\,\\cdot\\, ; \\boldsymbol{w}) } \\bigl[ 1\\{ X > \\gamma\\} \\frac{f(X)}{f( X ; \\boldsymbol{v})} \\frac{f(X)}{f( X ; \\boldsymbol{w})} \\bigr] \\\\\n", " &\\approx \\argmin_{\\boldsymbol{v}} \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f( X_r ; \\boldsymbol{v})} \\frac{f(X_r)}{f( X_r ; \\boldsymbol{w})}\n", " \\end{aligned}\n", " $$\n", " \n", "where $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f( \\,\\cdot\\, ; \\boldsymbol{w})$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ " ## Cross-entropy method\n", " \n", "__Iteratively__ finds better importance sampling distributions, by minimising the distance between the current guess to the __optimal IS distribution__.\n", "\n", "Example: find $\\mathbb{P}(Z > 5)$ for $Z \\sim \\mathsf{Normal}(0, 1)$, using IS with proposal distributions which are $\\mathsf{Normal}(\\mu, \\sigma^2)$." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "hideCode": true, "hidePrompt": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(20, 7))\n", "\n", "xs = np.linspace(-2, 6.5, 1000)\n", "ys = [dist.pdf(xs) for dist in propDistHistory]\n", "ys.append( origDist.pdf(xs) * (xs > γ) / (1 - origDist.cdf(γ)) )\n", "\n", "ax.plot(xs, np.array(ys).T);\n", "#plt.ylim([0,5]);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " ## Cross-entropy method: high level\n", " \n", " \n", " 1. Choose a family of distributions to search inside for the best IS proposal, $f( \\,\\cdot\\, ; \\boldsymbol{\\theta})$.\n", " 2. Choose some distribution in the family as the starting point, $f( \\,\\cdot\\, ; \\boldsymbol{v}_{\\ 0})$.\n", " 3. Iteratively construct a better proposal $\\boldsymbol{v}_i$ based on the previous $\\boldsymbol{v}_{i-1}$ by stepping closer to the optimal $g^*$.\n", " 4. When this converges to some $\\boldsymbol{v}_*$, return the result of IS with $f( \\,\\cdot\\, ; \\boldsymbol{v}_*)$ proposal." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " ## Cross-entropy method: some more details\n", " \n", " 1. Choose a family $f( \\,\\cdot\\, ; \\boldsymbol{\\theta})$, a starting point $\\boldsymbol{v}_{\\ 0}$, $R$ (e.g. $R=10^6$), and $\\rho$ (e.g. $\\rho = 0.10$). \n", " 2. For $i=1,2,\\dots$:\n", " 1. Simulate $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f( \\,\\cdot\\, ; \\boldsymbol{v}_{i-1})$ for $r=1,\\dots,R$.\n", " 2. Find the quantile $\\gamma_i = \\mathrm{Quantile}( \\{ X_1, \\dots, X_R\\} , 1-\\rho)$.\n", " 3. If $\\gamma_i \\ge \\gamma$, set $\\boldsymbol{v}_* = \\boldsymbol{v}_{i-1}$, and quit the loop.\n", " 3. Create the _elite set_, $\\mathcal{E} = \\{ X_r : X_r \\ge \\gamma_i \\}$.\n", " 4. Choose the next $\\boldsymbol{v}_{i}$ to be the weighted MLE of the elites $\\mathcal{E}$ where the weights are\n", " $w_r = \\frac{f(X_r)}{ f(X_r; \\boldsymbol{v}_{i-1}) }$.\n", " 3. Return the result of IS with $f( \\,\\cdot\\, ; \\boldsymbol{v}_*)$ proposal." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " ## Cross-entropy method: with all the gory details\n", " \n", " 1. Choose a family $f( \\,\\cdot\\, ; \\boldsymbol{\\theta})$, a starting point $\\boldsymbol{v}_{\\ 0}$, $R$ (e.g. $R=10^6$), and $\\rho$ (e.g. $\\rho = 0.10$).\n", " 2. For $i=1, 2, \\dots$:\n", " 1. Simulate $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f( \\,\\cdot\\, ; \\boldsymbol{v}_{i-1})$ for $r=1,\\dots,R$.\n", " 2. Find the quantile $\\gamma_i = \\mathrm{Quantile}( \\{ X_1, \\dots, X_R\\} , 1-\\rho)$.\n", " 3. If $\\gamma_i \\ge \\gamma$, set $\\boldsymbol{v}_* = \\boldsymbol{v}_{i-1}$, and quit the loop.\n", " 3. Set\n", " $$\n", " \\DeclareMathOperator*{\\argmax}{arg\\,max}\n", " \\boldsymbol{v}_{i} = \\argmax_{\\boldsymbol{v}} \\frac{1}{R} \\sum_{r=1}^R 1\\{ X_r > \\gamma_i \\} \\frac{f(X_r)}{f(X_r; \\boldsymbol{v}_{i-1})} \\log \\bigl[ f(X_r; \\boldsymbol{v}) \\bigr]\n", " $$\n", " by letting $\\boldsymbol{v}_{i}$ be the solution to\n", " $$ \\sum_{r=1}^R 1\\{ X_r > \\gamma_i \\} \\frac{f(X_r)}{f(X_r; \\boldsymbol{v}_{i-1})} \\nabla_{\\hspace{-5px}\\boldsymbol{v}} \\Bigl\\{ \\log \\bigl[ f(X_r; \\boldsymbol{v}) \\bigr] \\Bigr\\} = \\boldsymbol{0} .$$\n", " 3. Return the result of IS with $f( \\,\\cdot\\, ; \\boldsymbol{v}_*)$ proposal." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Worked example: Exponential distributions\n", "\n", "Example, $f(x ; \\theta) = \\frac{1}{\\theta} \\mathrm{e}^{-\\frac{x}{\\theta}}$, i.e., $f( \\,\\cdot\\, ; \\theta)$ is $\\mathsf{Exponential}(\\frac{1}{\\theta})$.\n", "\n", "Say that we've simulated $X_r \\overset{\\mathrm{i.i.d.}}{\\sim} f( \\,\\cdot\\, ; v_{i-1})$ for $r=1,\\dots,R$.\n", "Want to find $v_i$ be the solution to\n", "\n", "$$ \\sum_{r=1}^R 1\\{ X_r > \\gamma_i \\} \\frac{f(X_r)}{f(X_r; v_{i-1})} \\frac{\\mathrm{d}}{\\mathrm{d} v} \\Bigl\\{ \\log \\bigl[ f(X_r; v) \\bigr] \\Bigr\\} = 0 .$$\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "$$ \n", "\\frac{\\mathrm{d}}{\\mathrm{d} v} \\Bigl\\{ \\log \\bigl[ \\frac{1}{v} \\mathrm{e}^{-\\frac{X_r}{v}} \\bigr] \\Bigr\\} \n", "= \\frac{\\mathrm{d}}{\\mathrm{d} v} \\Bigl\\{ \\log [ v^{-1} ] - X_r v^{-1} \\Bigr\\} \n", "= -v v^{-2} + X_r v^{-2}\n", "= \\frac{X_r}{v^2} -\\frac{1}{v} .\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Problem to solve is then\n", "\n", "$$ \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f(X_r; v_{i-1})} \\bigl( \\frac{X_r}{v_i^2} -\\frac{1}{v_i} \\bigr) = 0\n", "$$\n", "\n", "$$ \\frac{1}{v_i} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f(X_r; v_{i-1})}\n", "= \\frac{1}{v_i^2} \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f(X_r; v_{i-1})} X_r\n", "$$\n", "\n", "$$ v_i\n", "= \\frac{ \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f(X_r; v_{i-1})} X_r }{ \\sum_{r=1}^R 1\\{ X_r > \\gamma\\} \\frac{f(X_r)}{f(X_r; v_{i-1})}} .\n", "$$\n", "\n", "Remember, the MLE estimate for the mean of an exponential distribution is\n", "\n", "$$ \\hat{\\mu} = \\frac{1}{R} \\sum_{r=1}^R X_r \\quad \\Rightarrow \\quad \\hat{\\mu}_w = \\frac{ \\sum_{r=1}^R w_r X_r }{ \\sum_{r=1}^R w_r } . $$\n", "\n" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.6.7" }, "rise": { "autolaunch": false, "enable_chalkboard": true } }, "nbformat": 4, "nbformat_minor": 2 }