Bootstrapping is a non-parametric approach to statistical inference +
Bootstrapping is a non-parametric approach to statistical inference
that substitutes computation for more traditional distributional
assumptions and asymptotic results. Bootstrapping offers a number of
advantages:
diff --git a/doc/pub/week37/html/week37-bs.html b/doc/pub/week37/html/week37-bs.html
index 3fbf64644..da2d4f749 100644
--- a/doc/pub/week37/html/week37-bs.html
+++ b/doc/pub/week37/html/week37-bs.html
@@ -284,7 +284,7 @@ MathJax.Hub.Config({
-
Bootstrapping is a non-parametric approach to statistical inference +
Bootstrapping is a non-parametric approach to statistical inference
that substitutes computation for more traditional distributional
assumptions and asymptotic results. Bootstrapping offers a number of
advantages:
diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index 3cfb866c5..16a667595 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -237,7 +237,7 @@ MathJax.Hub.Config({
-
Bootstrapping is a non-parametric approach to statistical inference +
Bootstrapping is a non-parametric approach to statistical inference
that substitutes computation for more traditional distributional
assumptions and asymptotic results. Bootstrapping offers a number of
advantages:
diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index 35050f8ae..55a92ad81 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -314,7 +314,7 @@ MathJax.Hub.Config({
-
Bootstrapping is a non-parametric approach to statistical inference +
Bootstrapping is a non-parametric approach to statistical inference that substitutes computation for more traditional distributional assumptions and asymptotic results. Bootstrapping offers a number of advantages: diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz index eb3140bad..f57b9959c 100644 Binary files a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz and b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz differ diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb index a983c3a52..f4141f747 100644 --- a/doc/pub/week37/ipynb/week37.ipynb +++ b/doc/pub/week37/ipynb/week37.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "aa1d6219", + "id": "46a56d46", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "5d96c643", + "id": "1374b1a3", "metadata": { "editable": true }, @@ -22,14 +22,14 @@ "# Week 37: Summary of Ridge and Lasso Regression and Resampling Methods\n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Sep 15, 2022**\n", + "Date: **Sep 16, 2022**\n", "\n", "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license" ] }, { "cell_type": "markdown", - "id": "b2d8af1c", + "id": "adea2cb5", "metadata": { "editable": true }, @@ -54,7 +54,7 @@ }, { "cell_type": "markdown", - "id": "91b05bea", + "id": "cd6f0fc8", "metadata": { "editable": true }, @@ -64,7 +64,7 @@ }, { "cell_type": "markdown", - "id": "d12c30b9", + "id": "d26e4f99", "metadata": { "editable": true }, @@ -87,7 +87,7 @@ }, { "cell_type": "markdown", - "id": "a95be908", + "id": "80fe5a22", "metadata": { "editable": true }, @@ -99,7 +99,7 @@ }, { "cell_type": "markdown", - "id": "737bd5f0", + "id": "5c8cb124", "metadata": { "editable": true }, @@ -112,7 +112,7 @@ }, { "cell_type": "markdown", - "id": "0588eb02", + "id": "2808584f", "metadata": { "editable": true }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "4853f405", + "id": "29c2bed5", "metadata": { "editable": true }, @@ -136,7 +136,7 @@ }, { "cell_type": "markdown", - "id": "ad3a5765", + "id": "f938df4d", "metadata": { "editable": true }, @@ -148,7 +148,7 @@ }, { "cell_type": "markdown", - "id": "57ea7b5a", + "id": "ad7010d2", "metadata": { "editable": true }, @@ -159,7 +159,7 @@ }, { "cell_type": "markdown", - "id": "87c27d11", + "id": "ed4b769b", "metadata": { "editable": true }, @@ -171,7 +171,7 @@ }, { "cell_type": "markdown", - "id": "327188ab", + "id": "d9becfab", "metadata": { "editable": true }, @@ -182,7 +182,7 @@ }, { "cell_type": "markdown", - "id": "5970038a", + "id": "e62c9581", "metadata": { "editable": true }, @@ -194,7 +194,7 @@ }, { "cell_type": "markdown", - "id": "b340b8f7", + "id": "de1ff4d0", "metadata": { "editable": true }, @@ -204,7 +204,7 @@ }, { "cell_type": "markdown", - "id": "ad5a6f22", + "id": "6ea3d7d4", "metadata": { "editable": true }, @@ -235,7 +235,7 @@ }, { "cell_type": "markdown", - "id": "75efb73d", + "id": "7b8757e3", "metadata": { "editable": true }, @@ -247,7 +247,7 @@ }, { "cell_type": "markdown", - "id": "9046338a", + "id": "eff9048e", "metadata": { "editable": true }, @@ -259,7 +259,7 @@ }, { "cell_type": "markdown", - "id": "f0f56a14", + "id": "6d2f1455", "metadata": { "editable": true }, @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "de5b739c", + "id": "4d8f2d17", "metadata": { "editable": true }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "366855b8", + "id": "4df87281", "metadata": { "editable": true }, @@ -291,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "28c5bb96", + "id": "ce2f3f73", "metadata": { "editable": true }, @@ -303,7 +303,7 @@ }, { "cell_type": "markdown", - "id": "7a8d171f", + "id": "e1335340", "metadata": { "editable": true }, @@ -313,7 +313,7 @@ }, { "cell_type": "markdown", - "id": "57c360b1", + "id": "77692e9c", "metadata": { "editable": true }, @@ -325,7 +325,7 @@ }, { "cell_type": "markdown", - "id": "098cfdf8", + "id": "a4324010", "metadata": { "editable": true }, @@ -337,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "315d6bad", + "id": "8ac372df", "metadata": { "editable": true }, @@ -349,7 +349,7 @@ }, { "cell_type": "markdown", - "id": "e28c1799", + "id": "4337f8ef", "metadata": { "editable": true }, @@ -359,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "a6aaf3bb", + "id": "d3d7044f", "metadata": { "editable": true }, @@ -371,7 +371,7 @@ }, { "cell_type": "markdown", - "id": "bcd8cf3d", + "id": "b8d86aed", "metadata": { "editable": true }, @@ -381,7 +381,7 @@ }, { "cell_type": "markdown", - "id": "e384ec7c", + "id": "017b52d8", "metadata": { "editable": true }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "dc1027aa", + "id": "7d8cea93", "metadata": { "editable": true }, @@ -417,7 +417,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4b7141a3", + "id": "2b7bf883", "metadata": { "collapsed": false, "editable": true @@ -493,7 +493,7 @@ }, { "cell_type": "markdown", - "id": "926963be", + "id": "7c5bb3a1", "metadata": { "editable": true }, @@ -503,7 +503,7 @@ }, { "cell_type": "markdown", - "id": "764702ed", + "id": "58678f3b", "metadata": { "editable": true }, @@ -533,7 +533,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "4611f47e", + "id": "f1c6b3a0", "metadata": { "collapsed": false, "editable": true @@ -582,7 +582,7 @@ }, { "cell_type": "markdown", - "id": "a92b4cb6", + "id": "4867c91e", "metadata": { "editable": true }, @@ -596,7 +596,7 @@ }, { "cell_type": "markdown", - "id": "b4a334de", + "id": "6f42d972", "metadata": { "editable": true }, @@ -608,7 +608,7 @@ }, { "cell_type": "markdown", - "id": "6a3cebbb", + "id": "0e2855da", "metadata": { "editable": true }, @@ -618,7 +618,7 @@ }, { "cell_type": "markdown", - "id": "73662ba5", + "id": "474aa06f", "metadata": { "editable": true }, @@ -630,7 +630,7 @@ }, { "cell_type": "markdown", - "id": "35c67db6", + "id": "e16741dd", "metadata": { "editable": true }, @@ -640,7 +640,7 @@ }, { "cell_type": "markdown", - "id": "a906e0c9", + "id": "6feefbf9", "metadata": { "editable": true }, @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "5b4282f1", + "id": "5161bf78", "metadata": { "editable": true }, @@ -662,7 +662,7 @@ }, { "cell_type": "markdown", - "id": "1e70f06d", + "id": "5f8f5900", "metadata": { "editable": true }, @@ -674,7 +674,7 @@ }, { "cell_type": "markdown", - "id": "1e65e346", + "id": "e75204d4", "metadata": { "editable": true }, @@ -684,7 +684,7 @@ }, { "cell_type": "markdown", - "id": "a3328f4e", + "id": "1d7a6025", "metadata": { "editable": true }, @@ -700,7 +700,7 @@ }, { "cell_type": "markdown", - "id": "76deed93", + "id": "87c1931f", "metadata": { "editable": true }, @@ -712,7 +712,7 @@ }, { "cell_type": "markdown", - "id": "5d998c79", + "id": "03131e43", "metadata": { "editable": true }, @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "23864e34", + "id": "e369fa5d", "metadata": { "editable": true }, @@ -734,7 +734,7 @@ }, { "cell_type": "markdown", - "id": "e490b4ce", + "id": "c60164de", "metadata": { "editable": true }, @@ -747,7 +747,7 @@ }, { "cell_type": "markdown", - "id": "cb4afd7f", + "id": "fcad988b", "metadata": { "editable": true }, @@ -759,7 +759,7 @@ }, { "cell_type": "markdown", - "id": "21aaef2f", + "id": "dfd17962", "metadata": { "editable": true }, @@ -769,7 +769,7 @@ }, { "cell_type": "markdown", - "id": "a6666e28", + "id": "29ff357a", "metadata": { "editable": true }, @@ -781,7 +781,7 @@ }, { "cell_type": "markdown", - "id": "11deef85", + "id": "006fbf5a", "metadata": { "editable": true }, @@ -791,7 +791,7 @@ }, { "cell_type": "markdown", - "id": "995a98d9", + "id": "60836e2f", "metadata": { "editable": true }, @@ -803,7 +803,7 @@ }, { "cell_type": "markdown", - "id": "a5ee6054", + "id": "3c83e2ab", "metadata": { "editable": true }, @@ -815,7 +815,7 @@ }, { "cell_type": "markdown", - "id": "b4cea799", + "id": "c87214df", "metadata": { "editable": true }, @@ -825,7 +825,7 @@ }, { "cell_type": "markdown", - "id": "f72e8053", + "id": "fe609b64", "metadata": { "editable": true }, @@ -837,7 +837,7 @@ }, { "cell_type": "markdown", - "id": "e32efdab", + "id": "72eed3a8", "metadata": { "editable": true }, @@ -849,7 +849,7 @@ }, { "cell_type": "markdown", - "id": "0330b6cc", + "id": "7bcec8b4", "metadata": { "editable": true }, @@ -861,7 +861,7 @@ }, { "cell_type": "markdown", - "id": "9655cc65", + "id": "3f39c085", "metadata": { "editable": true }, @@ -871,7 +871,7 @@ }, { "cell_type": "markdown", - "id": "cffdbee3", + "id": "59359036", "metadata": { "editable": true }, @@ -883,7 +883,7 @@ }, { "cell_type": "markdown", - "id": "036269f3", + "id": "967e31ea", "metadata": { "editable": true }, @@ -893,7 +893,7 @@ }, { "cell_type": "markdown", - "id": "cdc3d205", + "id": "f88eb063", "metadata": { "editable": true }, @@ -912,7 +912,7 @@ }, { "cell_type": "markdown", - "id": "7e38dea0", + "id": "da0466a6", "metadata": { "editable": true }, @@ -940,7 +940,7 @@ }, { "cell_type": "markdown", - "id": "114b478f", + "id": "8258e890", "metadata": { "editable": true }, @@ -966,7 +966,7 @@ }, { "cell_type": "markdown", - "id": "936e369d", + "id": "12ccc9a0", "metadata": { "editable": true }, @@ -983,7 +983,7 @@ }, { "cell_type": "markdown", - "id": "f55681de", + "id": "963ed8d5", "metadata": { "editable": true }, @@ -1003,7 +1003,7 @@ }, { "cell_type": "markdown", - "id": "d36a4313", + "id": "c83d65fe", "metadata": { "editable": true }, @@ -1032,7 +1032,7 @@ }, { "cell_type": "markdown", - "id": "1877d5a1", + "id": "d8b6e06f", "metadata": { "editable": true }, @@ -1057,7 +1057,7 @@ }, { "cell_type": "markdown", - "id": "5087c95c", + "id": "1f5b9f45", "metadata": { "editable": true }, @@ -1071,7 +1071,7 @@ }, { "cell_type": "markdown", - "id": "7c00afd7", + "id": "3b42884e", "metadata": { "editable": true }, @@ -1083,7 +1083,7 @@ }, { "cell_type": "markdown", - "id": "cfeed7d3", + "id": "c8c88d2b", "metadata": { "editable": true }, @@ -1096,7 +1096,7 @@ }, { "cell_type": "markdown", - "id": "ad181d88", + "id": "d02408b2", "metadata": { "editable": true }, @@ -1107,7 +1107,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "b4c24093", + "id": "3a891372", "metadata": { "collapsed": false, "editable": true @@ -1146,13 +1146,13 @@ }, { "cell_type": "markdown", - "id": "5ff29071", + "id": "1ddce925", "metadata": { "editable": true }, "source": [ "## Resampling methods: Bootstrap\n", - "Bootstrapping is a non-parametric approach to statistical inference\n", + "Bootstrapping is a [non-parametric approach](https://en.wikipedia.org/wiki/Nonparametric_statistics) to statistical inference\n", "that substitutes computation for more traditional distributional\n", "assumptions and asymptotic results. Bootstrapping offers a number of\n", "advantages: \n", @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "78c1527f", + "id": "ea050093", "metadata": { "editable": true }, @@ -1191,7 +1191,7 @@ }, { "cell_type": "markdown", - "id": "1f0f6914", + "id": "9ca353a6", "metadata": { "editable": true }, @@ -1203,7 +1203,7 @@ }, { "cell_type": "markdown", - "id": "e8eab887", + "id": "faffed3e", "metadata": { "editable": true }, @@ -1213,7 +1213,7 @@ }, { "cell_type": "markdown", - "id": "ca11b9a2", + "id": "df354ebd", "metadata": { "editable": true }, @@ -1228,7 +1228,7 @@ }, { "cell_type": "markdown", - "id": "95c2cfcd", + "id": "465f4589", "metadata": { "editable": true }, @@ -1241,7 +1241,7 @@ }, { "cell_type": "markdown", - "id": "49d12f14", + "id": "1530ff70", "metadata": { "editable": true }, @@ -1254,7 +1254,7 @@ }, { "cell_type": "markdown", - "id": "c9557584", + "id": "742c74c1", "metadata": { "editable": true }, @@ -1266,7 +1266,7 @@ }, { "cell_type": "markdown", - "id": "42146bd0", + "id": "d8695a18", "metadata": { "editable": true }, @@ -1279,7 +1279,7 @@ }, { "cell_type": "markdown", - "id": "c643d6a8", + "id": "0408f756", "metadata": { "editable": true }, @@ -1290,7 +1290,7 @@ }, { "cell_type": "markdown", - "id": "2ff1c036", + "id": "1f846273", "metadata": { "editable": true }, @@ -1304,7 +1304,7 @@ }, { "cell_type": "markdown", - "id": "8681f8c5", + "id": "39c7e645", "metadata": { "editable": true }, @@ -1314,7 +1314,7 @@ }, { "cell_type": "markdown", - "id": "2ccbac31", + "id": "df81785c", "metadata": { "editable": true }, @@ -1328,7 +1328,7 @@ }, { "cell_type": "markdown", - "id": "0ab2b859", + "id": "f86ffcb2", "metadata": { "editable": true }, @@ -1341,7 +1341,7 @@ }, { "cell_type": "markdown", - "id": "d80f1727", + "id": "1ff1512a", "metadata": { "editable": true }, @@ -1354,7 +1354,7 @@ }, { "cell_type": "markdown", - "id": "ad8d9495", + "id": "553331b0", "metadata": { "editable": true }, @@ -1364,7 +1364,7 @@ }, { "cell_type": "markdown", - "id": "a89388c3", + "id": "cf294174", "metadata": { "editable": true }, @@ -1377,7 +1377,7 @@ }, { "cell_type": "markdown", - "id": "067cc1d4", + "id": "b175e6bc", "metadata": { "editable": true }, @@ -1387,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "191c7704", + "id": "61fc3205", "metadata": { "editable": true }, @@ -1400,7 +1400,7 @@ }, { "cell_type": "markdown", - "id": "599626a6", + "id": "0c7f0b49", "metadata": { "editable": true }, @@ -1412,7 +1412,7 @@ }, { "cell_type": "markdown", - "id": "982a41f8", + "id": "f57be406", "metadata": { "editable": true }, @@ -1431,7 +1431,7 @@ }, { "cell_type": "markdown", - "id": "2029dfc4", + "id": "7000cae7", "metadata": { "editable": true }, @@ -1444,7 +1444,7 @@ }, { "cell_type": "markdown", - "id": "0d360de2", + "id": "0f92a4be", "metadata": { "editable": true }, @@ -1456,7 +1456,7 @@ }, { "cell_type": "markdown", - "id": "9f128e08", + "id": "8bdf35ca", "metadata": { "editable": true }, @@ -1469,7 +1469,7 @@ }, { "cell_type": "markdown", - "id": "0d0c3712", + "id": "bc04e4d5", "metadata": { "editable": true }, @@ -1489,7 +1489,7 @@ }, { "cell_type": "markdown", - "id": "e9ae180b", + "id": "7bd03ecd", "metadata": { "editable": true }, @@ -1512,7 +1512,7 @@ }, { "cell_type": "markdown", - "id": "9749e7b1", + "id": "62599ed0", "metadata": { "editable": true }, @@ -1527,7 +1527,7 @@ }, { "cell_type": "markdown", - "id": "39cf550d", + "id": "89f67ea8", "metadata": { "editable": true }, @@ -1539,7 +1539,7 @@ }, { "cell_type": "markdown", - "id": "a000c224", + "id": "3728d1d6", "metadata": { "editable": true }, @@ -1559,7 +1559,7 @@ }, { "cell_type": "markdown", - "id": "cf3eabf8", + "id": "dc9504c8", "metadata": { "editable": true }, @@ -1579,7 +1579,7 @@ }, { "cell_type": "markdown", - "id": "dd3c9c0b", + "id": "f40b4456", "metadata": { "editable": true }, @@ -1603,7 +1603,7 @@ }, { "cell_type": "markdown", - "id": "59136270", + "id": "a02150bc", "metadata": { "editable": true }, @@ -1624,7 +1624,7 @@ }, { "cell_type": "markdown", - "id": "af6381a5", + "id": "bdd0aa8e", "metadata": { "editable": true }, @@ -1654,7 +1654,7 @@ }, { "cell_type": "markdown", - "id": "dd9ebbdd", + "id": "f3a2447b", "metadata": { "editable": true }, @@ -1678,7 +1678,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "ac82543c", + "id": "b72af39d", "metadata": { "collapsed": false, "editable": true @@ -1715,7 +1715,7 @@ }, { "cell_type": "markdown", - "id": "e888d377", + "id": "5cec1278", "metadata": { "editable": true }, @@ -1725,7 +1725,7 @@ }, { "cell_type": "markdown", - "id": "ce043520", + "id": "6ce13c1f", "metadata": { "editable": true }, @@ -1736,7 +1736,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "422bdff8", + "id": "afb9a7b9", "metadata": { "collapsed": false, "editable": true @@ -1756,7 +1756,7 @@ }, { "cell_type": "markdown", - "id": "7632debf", + "id": "27296af0", "metadata": { "editable": true }, @@ -1774,7 +1774,7 @@ }, { "cell_type": "markdown", - "id": "c8dcc1f6", + "id": "63285cae", "metadata": { "editable": true }, @@ -1786,7 +1786,7 @@ }, { "cell_type": "markdown", - "id": "7cb0b65d", + "id": "e8d9bfac", "metadata": { "editable": true }, @@ -1803,7 +1803,7 @@ }, { "cell_type": "markdown", - "id": "7fd5ac47", + "id": "475018c9", "metadata": { "editable": true }, @@ -1815,7 +1815,7 @@ }, { "cell_type": "markdown", - "id": "421779b1", + "id": "e3ba937e", "metadata": { "editable": true }, @@ -1825,7 +1825,7 @@ }, { "cell_type": "markdown", - "id": "361e64cc", + "id": "bd90810f", "metadata": { "editable": true }, @@ -1837,7 +1837,7 @@ }, { "cell_type": "markdown", - "id": "3d5279ca", + "id": "6fbbf603", "metadata": { "editable": true }, @@ -1854,7 +1854,7 @@ }, { "cell_type": "markdown", - "id": "20b69951", + "id": "f93a7b76", "metadata": { "editable": true }, @@ -1866,7 +1866,7 @@ }, { "cell_type": "markdown", - "id": "80050251", + "id": "4383ff94", "metadata": { "editable": true }, @@ -1876,7 +1876,7 @@ }, { "cell_type": "markdown", - "id": "b4754997", + "id": "13a24a44", "metadata": { "editable": true }, @@ -1888,7 +1888,7 @@ }, { "cell_type": "markdown", - "id": "b54fba38", + "id": "1d8f4bac", "metadata": { "editable": true }, @@ -1898,7 +1898,7 @@ }, { "cell_type": "markdown", - "id": "ab83834b", + "id": "c81746c2", "metadata": { "editable": true }, @@ -1910,7 +1910,7 @@ }, { "cell_type": "markdown", - "id": "a8e9092a", + "id": "d8f0280d", "metadata": { "editable": true }, @@ -1920,7 +1920,7 @@ }, { "cell_type": "markdown", - "id": "e255eaa2", + "id": "10f144d6", "metadata": { "editable": true }, @@ -1936,7 +1936,7 @@ }, { "cell_type": "markdown", - "id": "8e2eef3d", + "id": "5263329b", "metadata": { "editable": true }, @@ -1947,7 +1947,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "42218092", + "id": "8ed39e71", "metadata": { "collapsed": false, "editable": true @@ -2012,7 +2012,7 @@ }, { "cell_type": "markdown", - "id": "8c0d18a3", + "id": "f1314787", "metadata": { "editable": true }, @@ -2023,7 +2023,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "f2bf26b1", + "id": "1644013c", "metadata": { "collapsed": false, "editable": true @@ -2080,7 +2080,7 @@ }, { "cell_type": "markdown", - "id": "6cf53d46", + "id": "46fe59da", "metadata": { "editable": true }, @@ -2118,7 +2118,7 @@ }, { "cell_type": "markdown", - "id": "ff2223bc", + "id": "a7eac467", "metadata": { "editable": true }, @@ -2129,7 +2129,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "d9183705", + "id": "d55c7ff9", "metadata": { "collapsed": false, "editable": true @@ -2211,7 +2211,7 @@ }, { "cell_type": "markdown", - "id": "b96fc947", + "id": "8a2ad032", "metadata": { "editable": true }, @@ -2236,7 +2236,7 @@ }, { "cell_type": "markdown", - "id": "2f100afd", + "id": "88bfe698", "metadata": { "editable": true }, @@ -2252,7 +2252,7 @@ }, { "cell_type": "markdown", - "id": "5841b0f3", + "id": "c9232a13", "metadata": { "editable": true }, @@ -2268,7 +2268,7 @@ }, { "cell_type": "markdown", - "id": "cd0db18d", + "id": "be7c88c8", "metadata": { "editable": true }, @@ -2282,7 +2282,7 @@ }, { "cell_type": "markdown", - "id": "060dccde", + "id": "295c2a92", "metadata": { "editable": true }, @@ -2296,7 +2296,7 @@ }, { "cell_type": "markdown", - "id": "58ca801f", + "id": "fbd2cfca", "metadata": { "editable": true }, @@ -2324,7 +2324,7 @@ }, { "cell_type": "markdown", - "id": "d3803b23", + "id": "4d146338", "metadata": { "editable": true }, @@ -2337,7 +2337,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "c564999e", + "id": "fe5ad263", "metadata": { "collapsed": false, "editable": true @@ -2437,7 +2437,7 @@ }, { "cell_type": "markdown", - "id": "a24d3935", + "id": "7e17054e", "metadata": { "editable": true }, @@ -2448,7 +2448,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "a832e0a6", + "id": "52a4ad07", "metadata": { "collapsed": false, "editable": true @@ -2537,7 +2537,7 @@ }, { "cell_type": "markdown", - "id": "d60df210", + "id": "dcb3368e", "metadata": { "editable": true }, @@ -2547,7 +2547,7 @@ }, { "cell_type": "markdown", - "id": "4715bd30", + "id": "8bc22ff0", "metadata": { "editable": true }, @@ -2560,7 +2560,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "ebc62d3a", + "id": "76ef249b", "metadata": { "collapsed": false, "editable": true diff --git a/doc/src/week37/week37.do.txt b/doc/src/week37/week37.do.txt index 23c764d83..f583c81da 100644 --- a/doc/src/week37/week37.do.txt +++ b/doc/src/week37/week37.do.txt @@ -622,7 +622,7 @@ t = jackknife(x, stat) !split ===== Resampling methods: Bootstrap ===== !bblock -Bootstrapping is a non-parametric approach to statistical inference +Bootstrapping is a "non-parametric approach":"https://en.wikipedia.org/wiki/Nonparametric_statistics" to statistical inference that substitutes computation for more traditional distributional assumptions and asymptotic results. Bootstrapping offers a number of advantages: