{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "ea680fdd-7b69-42d8-9086-787d3740d195", "metadata": {}, "outputs": [], "source": [ "using Distributions\n", "using Random\n", "using StatsBase: ecdf\n", "using StatsPlots\n", "default(fmt=:png)" ] }, { "cell_type": "code", "execution_count": 2, "id": "4a14734e-e903-4b41-914d-0f5bfd0da977", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pvalue_t (generic function with 1 method)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function pvalue_t(x; μ=0)\n", " n, x̄, s² = length(x), mean(x), var(x)\n", " t = (x̄ - μ)/√(s²/n)\n", " 2ccdf(TDist(n-1), abs(t))\n", "end" ] }, { "cell_type": "code", "execution_count": 3, "id": "db452cb8-33ad-4706-9580-0a07e36f1c11", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pvalue_bootstrap (generic function with 1 method)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function pvalue_bootstrap(x; μ = 0,\n", " xbar = Vector{Float64}(undef, 10^4),\n", " xtmp = Vector{Float64}(undef, length(x))\n", " )\n", " for i in axes(xbar, 1)\n", " thid = Threads.threadid()\n", " sample!(x, xtmp)\n", " xbar[i] = mean(xtmp)\n", " end\n", " a = count(<(μ), xbar)\n", " b = count(>(μ), xbar)\n", " min(1, 2a/length(xbar), 2b/length(xbar))\n", "end" ] }, { "cell_type": "code", "execution_count": 4, "id": "0b0ef3f5-7714-4cb0-96e1-8dc4a754b608", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0.281405 seconds (449.80 k allocations: 22.162 MiB, 97.66% compilation time)\n" ] }, { "data": { "text/plain": [ "0.4868" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = randn(100)\n", "L = 10^4\n", "xbar = Vector{Float64}(undef, L)\n", "xtmp = Vector{Float64}(undef, length(x))\n", "@time pvalue_bootstrap(x; xbar, xtmp)" ] }, { "cell_type": "code", "execution_count": 5, "id": "0d72e3bd-e474-4ff1-aed4-cfed2cdfe2d3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "plot_pvals (generic function with 1 method)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function sim_pvals(; dist=Gamma(2,3), n=30, L=10^4, N=10^4)\n", " μ = mean(dist)\n", " nth = Threads.nthreads()\n", " xtmp = [Vector{Float64}(undef, n) for _ in 1:nth]\n", " xbartmp = [Vector{Float64}(undef, L) for _ in 1:nth]\n", " xtmptmp = [Vector{Float64}(undef, n) for _ in 1:nth]\n", " pval_t = Vector{Float64}(undef, N)\n", " pval_bs = Vector{Float64}(undef, N)\n", " Threads.@threads for i in 1:N\n", " thid = Threads.threadid()\n", " x = rand!(dist, xtmp[thid])\n", " pval_t[i] = pvalue_t(x; μ)\n", " pval_bs[i] = pvalue_bootstrap(x; μ, xbar=xbartmp[thid], xtmp=xtmptmp[thid])\n", " end\n", " pval_t, pval_bs\n", "end\n", "\n", "function plot_pvals(; dist=Gamma(2,3), n=30, L=10^4, N=10^4)\n", " @time pval_t, pval_bs = sim_pvals(; dist, n, L, N)\n", " \n", " ecdf_t = ecdf(pval_t)\n", " ecdf_bs = ecdf(pval_bs)\n", " f(α) = ecdf_t(α)\n", " g(α) = ecdf_bs(α)\n", " \n", " P1 = plot(legend=:topleft)\n", " plot!(f, 0, 1; label=\"one-sample t-test\")\n", " plot!(g, 0, 1; label=\"bootstrap\", ls=:dash)\n", " plot!([0,1], [0,1]; label=\"\", ls=:dot, c=:black)\n", " plot!(xtick=0:0.1:1, ytick=0:0.1:1)\n", " \n", " P2 = plot(legend=:topleft)\n", " plot!(f, 0, 0.1; label=\"one-sample t-test\")\n", " plot!(g, 0, 0.1; label=\"bootstrap\", ls=:dash)\n", " plot!([0,0.1], [0,0.1]; label=\"\", ls=:dot, c=:black)\n", " plot!(xtick=0:0.01:1, ytick=0:0.01:1) \n", " \n", " plot(P1, P2; size=(800, 400))\n", "end" ] }, { "cell_type": "code", "execution_count": 6, "id": "d1d8bda0-ed9d-4205-bddd-0bfc94adf5e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.154635 seconds (307.94 k allocations: 16.467 MiB, 9.29% compilation time: 18% of which was recompilation)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=Normal(), n=10, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 7, "id": "82ab8d8e-489e-412a-bac8-c130914c970c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 4.429929 seconds (168 allocations: 1.085 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=Normal(), n=30, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 8, "id": "22df0b2e-3c10-4d2f-aba4-dfa02a586a24", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 11.551970 seconds (152 allocations: 1.099 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=Normal(), n=100, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 9, "id": "3ad0873a-c41c-4c18-8c99-9330c76199be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.200960 seconds (323.00 k allocations: 17.623 MiB, 9.66% compilation time)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=Gamma(2,3), n=10, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 10, "id": "a0f71da4-a244-44fe-b477-5fc4e8d5e7fc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 4.654451 seconds (162 allocations: 1.085 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=Gamma(2,3), n=30, L=10^4, N=10^4)0" ] }, { "cell_type": "code", "execution_count": 11, "id": "54846d1a-8f30-4980-817c-840e71ea8eec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 11.963017 seconds (150 allocations: 1.099 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=Gamma(2,3), n=100, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 12, "id": "15eee52c-d7b2-478a-a6fa-224c12572586", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 2.135774 seconds (146.87 k allocations: 8.630 MiB, 3.34% compilation time)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=TDist(2), n=10, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 13, "id": "9868a8c6-3733-454e-af28-493d8b9efa0a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 4.603341 seconds (160 allocations: 1.085 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=TDist(2), n=30, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8bbbda57-a097-45af-adb0-9704867f1105", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 12.060804 seconds (145 allocations: 1.098 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=TDist(2), n=100, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 15, "id": "de484969-95d9-4491-868f-9cb531b566e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 1.968030 seconds (39.42 k allocations: 3.058 MiB, 1.96% compilation time)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=LogNormal(), n=10, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 16, "id": "fe0d4544-0946-4514-b075-cea3464eaf7c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 4.589970 seconds (165 allocations: 1.085 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=LogNormal(), n=30, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 17, "id": "ba3acb22-524b-4193-a95c-1af56356bcbe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 12.093973 seconds (145 allocations: 1.098 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=LogNormal(), n=100, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": 18, "id": "c3bce1d3-f5c8-48f5-abfd-8e5148d64b9f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 36.249612 seconds (173 allocations: 1.137 MiB)\n" ] }, { "data": { "image/png": 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" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot_pvals(; dist=LogNormal(), n=300, L=10^4, N=10^4)" ] }, { "cell_type": "code", "execution_count": null, "id": "b9d8fa01-993e-4d60-a0ef-65887f14142b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.8.2", "language": "julia", "name": "julia-1.8" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.8.2" } }, "nbformat": 4, "nbformat_minor": 5 }