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Last active January 6, 2021 10:03
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Multivariate skew normal distribution
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Statistical applications of the multivariate skew-normal distribution https://arxiv.org/abs/0911.2093"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using Random\n",
"using LinearAlgebra\n",
"using SpecialFunctions\n",
"using PyPlot\n",
"Random.seed!(1234);"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pdfsn (generic function with 1 method)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# cumulative distribution function of the standard normal distribution\n",
"Φ(x) = 1/2*(1 + erf(x/√2))\n",
"\n",
"# probability density function of the multivariate normal distribution\n",
"# with zero mean and Σ covariance\n",
"function pdfn(x, Σ)\n",
" k = length(x)\n",
" sqrt((2π)^k * det(Σ)) \\ exp(-1/2*x'/Σ*x)\n",
"end\n",
"\n",
"# probability density function of the multivariate skew normal distribution\n",
"# with (ξ, Ω, α) parameters\n",
"function pdfsn(x, ξ, Ω, α)\n",
" ω = sqrt.(diag(Ω))\n",
" 2 * pdfn(x-ξ, Ω) * Φ((α./ω)'*(x-ξ))\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.9999999999750794, 1.4883682488184574e-8)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Numerically check the validity of pdfsn\n",
"using HCubature\n",
"ξ = [0.0, 0.0]\n",
"Ω = [2.0 0.5; 0.5 1.0]\n",
"α = [2.0, 3.0]\n",
"hcubature(x -> pdfsn(x, ξ, Ω, α), [-10, -10], [10, 10])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"plotdensity (generic function with 1 method)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function plotdensity(ξ, Ω, α; x = range(-3, 3, step = 1/32), y = x)\n",
" fig, ax = subplots(figsize = (6, 6))\n",
" ax.axis(\"equal\")\n",
" ax.set_xlim(extrema(x)...)\n",
" ax.set_ylim(extrema(y)...)\n",
" density = [pdfsn([xx, yy], ξ, Ω, α) for yy in y, xx in x]\n",
" ax.clabel(ax.contour(x, y, density))\n",
" fig, ax\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 600x600 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ξ = [0.0, 0.0]\n",
"Ω = [\n",
" 1.0 0.0\n",
" 0.0 1.0\n",
"]\n",
"α = [0.0, 0.0]\n",
"plotdensity(ξ, Ω, α);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 600x600 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"α = [1.0, 1.0]\n",
"plotdensity(ξ, Ω, α);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 600x600 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Ω = [\n",
" 2.0 1.0\n",
" 1.0 1.0\n",
"]\n",
"plotdensity(ξ, Ω, α);"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"randsn (generic function with 1 method)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function randsn(ξ, Ω, α)\n",
" ω = sqrt.(diag(Ω))\n",
" α′ = α./ω\n",
" δ′ = inv(sqrt(1 + dot(α′, Ω, α′)))*Ω*α′\n",
" L = cholesky(Ω - δ′*δ′').L\n",
" x₀ = randn()\n",
" x = L * randn(length(ξ)) .+ δ′*x₀\n",
" if x₀ < 0\n",
" x .*= -1\n",
" end\n",
" x + ξ\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 600x600 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plotdensity(ξ, Ω, α)\n",
"X = hcat([randsn(ξ, Ω, α) for _ in 1:3000]...)\n",
"ax.scatter(X[1,:], X[2,:], s = 1, c = \"gray\");"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"randsn_chol (generic function with 1 method)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Parametrized by a Cholesky factor of Ω (i.e., Ω = L*L')\n",
"function randsn_chol(ξ, L, α)\n",
" ω = vec(sqrt.(sum(abs2, L, dims = 2)))\n",
" β = L'*(ω.\\α)\n",
" ωδ = L*β./sqrt(1 + β'β)\n",
" C = Cholesky(L, 'L', 0)\n",
" L′ = lowrankdowndate(C, ωδ).L\n",
" x₀ = randn()\n",
" x = L′*randn(length(ξ)) + ωδ*x₀\n",
" x₀ > 0 || (x .*= -1)\n",
" x + ξ\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 600x600 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"L = cholesky(Ω).L\n",
"fig, ax = plotdensity(ξ, L*L', α)\n",
"X = hcat([randsn_chol(ξ, L, α) for _ in 1:3000]...)\n",
"ax.scatter(X[1,:], X[2,:], s = 1, c = \"gray\");"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 600x600 with 1 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"L = LowerTriangular([1.0 0.0; 2.0 1.0])\n",
"α = [1.0, 9.0]\n",
"ξ = [-0.5, -2.0]\n",
"fig, ax = plotdensity(ξ, L*L', α)\n",
"X = hcat([randsn_chol(ξ, L, α) for _ in 1:3000]...)\n",
"ax.scatter(X[1,:], X[2,:], s = 1, c = \"gray\");"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Julia Version 1.5.3\n",
"Commit 788b2c77c1 (2020-11-09 13:37 UTC)\n",
"Platform Info:\n",
" OS: Linux (x86_64-pc-linux-gnu)\n",
" CPU: AMD Ryzen 9 3950X 16-Core Processor\n",
" WORD_SIZE: 64\n",
" LIBM: libopenlibm\n",
" LLVM: libLLVM-9.0.1 (ORCJIT, znver2)\n",
"Environment:\n",
" JULIA_PROJECT = @.\n"
]
}
],
"source": [
"versioninfo()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.5.2",
"language": "julia",
"name": "julia-1.5"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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