Latest build deployed.

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2026-01-27 10:28:46 -05:00
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/**!
* Sortable 1.14.0
* @author RubaXa <trash@rubaxa.org>
* @author owenm <owen23355@gmail.com>
* @license MIT
*/
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<cdn-url type="str">https://runestone.academy/cdn/runestone/</cdn-url> <cdn-url type="str">https://runestone.academy/cdn/runestone/</cdn-url>
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/*!
* BIDI embedding support for jQuery.i18n
*
* Copyright (C) 2015, David Chan
*
* This code is dual licensed GPLv2 or later and MIT. You don't have to do
* anything special to choose one license or the other and you don't have to
* notify anyone which license you are using. You are free to use this code
* in commercial projects as long as the copyright header is left intact.
* See files GPL-LICENSE and MIT-LICENSE for details.
*
* @licence GNU General Public Licence 2.0 or later
* @licence MIT License
*/
/*!
* jQuery Internationalization library
*
* Copyright (C) 2011-2013 Santhosh Thottingal, Neil Kandalgaonkar
*
* jquery.i18n is dual licensed GPLv2 or later and MIT. You don't have to do
* anything special to choose one license or the other and you don't have to
* notify anyone which license you are using. You are free to use
* UniversalLanguageSelector in commercial projects as long as the copyright
* header is left intact. See files GPL-LICENSE and MIT-LICENSE for details.
*
* @licence GNU General Public Licence 2.0 or later
* @licence MIT License
*/
/*!
* jQuery Internationalization library
*
* Copyright (C) 2012 Santhosh Thottingal
*
* jquery.i18n is dual licensed GPLv2 or later and MIT. You don't have to do
* anything special to choose one license or the other and you don't have to
* notify anyone which license you are using. You are free to use
* UniversalLanguageSelector in commercial projects as long as the copyright
* header is left intact. See files GPL-LICENSE and MIT-LICENSE for details.
*
* @licence GNU General Public Licence 2.0 or later
* @licence MIT License
*/
/*!
* jQuery Internationalization library
*
* Copyright (C) 2012 Santhosh Thottingal
*
* jquery.i18n is dual licensed GPLv2 or later and MIT. You don't have to do anything special to
* choose one license or the other and you don't have to notify anyone which license you are using.
* You are free to use UniversalLanguageSelector in commercial projects as long as the copyright
* header is left intact. See files GPL-LICENSE and MIT-LICENSE for details.
*
* @licence GNU General Public Licence 2.0 or later
* @licence MIT License
*/
/*!
* jQuery Internationalization library - Message Store
*
* Copyright (C) 2012 Santhosh Thottingal
*
* jquery.i18n is dual licensed GPLv2 or later and MIT. You don't have to do anything special to
* choose one license or the other and you don't have to notify anyone which license you are using.
* You are free to use UniversalLanguageSelector in commercial projects as long as the copyright
* header is left intact. See files GPL-LICENSE and MIT-LICENSE for details.
*
* @licence GNU General Public Licence 2.0 or later
* @licence MIT License
*/
/*!
* jQuery idleTimer plugin
* version 0.9.100511
* by Paul Irish.
* http://github.com/paulirish/yui-misc/tree/
* MIT license
* adapted from YUI idle timer by nzakas:
* http://github.com/nzakas/yui-misc/
*/
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{"js":["prefix-runtime.3dca4b99808f4053.bundle.js","prefix-723.3e6434f80549315a.bundle.js","prefix-runestone.80892ed1280c2803.bundle.js"],"css":["prefix-723.3bccd435914aa0ff.css","prefix-runestone.6ec5960970d8b364.css"]} {"js":["prefix-runtime.fc0e080e84d54281.bundle.js","prefix-723.3e6434f80549315a.bundle.js","prefix-runestone.e2abc79debce15fd.bundle.js"],"css":["prefix-723.3bccd435914aa0ff.css","prefix-runestone.6ec5960970d8b364.css"]}
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<?xml version="1.0" ?> <?xml version="1.0" ?>
<all> <all>
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<item type="str">prefix-723.3e6434f80549315a.bundle.js</item> <item type="str">prefix-723.3e6434f80549315a.bundle.js</item>
<item type="str">prefix-runestone.80892ed1280c2803.bundle.js</item> <item type="str">prefix-runestone.e2abc79debce15fd.bundle.js</item>
</js> </js>
<css type="list"> <css type="list">
<item type="str">prefix-723.3bccd435914aa0ff.css</item> <item type="str">prefix-723.3bccd435914aa0ff.css</item>
<item type="str">prefix-runestone.6ec5960970d8b364.css</item> <item type="str">prefix-runestone.6ec5960970d8b364.css</item>
</css> </css>
<cdn-url type="str">https://runestone.academy/cdn/runestone/</cdn-url> <cdn-url type="str">https://runestone.academy/cdn/runestone/</cdn-url>
<version type="str">7.11.10</version> <version type="str">7.11.11</version>
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eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
</script> </script>
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
@@ -215,6 +222,7 @@ eBookConfig.enable_chatcodes = false;
<li><a href="notes-01-13.html" class="internal"><span class="title">Tuesday, Jan 13</span></a></li> <li><a href="notes-01-13.html" class="internal"><span class="title">Tuesday, Jan 13</span></a></li>
<li><a href="notes-01-15.html" class="internal"><span class="title">Thursday, Jan 15</span></a></li> <li><a href="notes-01-15.html" class="internal"><span class="title">Thursday, Jan 15</span></a></li>
<li><a href="notes-01-20.html" class="internal"><span class="title">Tuesday, Jan 20</span></a></li> <li><a href="notes-01-20.html" class="internal"><span class="title">Tuesday, Jan 20</span></a></li>
<li><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></li>
</ul></nav><div class="autopermalink" data-description="Chapter: Class Notes"><a href="#ch-notes" title="Copy heading and permalink for Chapter: Class Notes" aria-label="Copy heading and permalink for Chapter: Class Notes">🔗</a></div></section></div> </ul></nav><div class="autopermalink" data-description="Chapter: Class Notes"><a href="#ch-notes" title="Copy heading and permalink for Chapter: Class Notes" aria-label="Copy heading and permalink for Chapter: Class Notes">🔗</a></div></section></div>
<div id="ptx-content-footer" class="ptx-content-footer"> <div id="ptx-content-footer" class="ptx-content-footer">
<a class="previous-button button" href="syllabus.html" title="Previous"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cb;</span><span class="name">Prev</span></a><a class="top-button button" href="#" title="Top"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5ce;</span><span class="name">Top</span></a><a class="next-button button" href="notes-01-13.html" title="Next"><span class="name">Next</span><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cc;</span></a> <a class="previous-button button" href="syllabus.html" title="Previous"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cb;</span><span class="name">Prev</span></a><a class="top-button button" href="#" title="Top"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5ce;</span><span class="name">Top</span></a><a class="next-button button" href="notes-01-13.html" title="Next"><span class="name">Next</span><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cc;</span></a>
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@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
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eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
</script> </script>
<!--*** Runestone Services ***--> <!--*** Runestone Services ***-->
<script src="_static/prefix-runtime.3dca4b99808f4053.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.80892ed1280c2803.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css"> <script src="_static/prefix-runtime.fc0e080e84d54281.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.e2abc79debce15fd.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css">
<link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css"> <link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css">
<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
</script> </script>
@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
+9 -2
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@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
</script> </script>
<!--*** Runestone Services ***--> <!--*** Runestone Services ***-->
<script src="_static/prefix-runtime.3dca4b99808f4053.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.80892ed1280c2803.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css"> <script src="_static/prefix-runtime.fc0e080e84d54281.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.e2abc79debce15fd.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css">
<link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css"> <link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css">
<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
</script> </script>
@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
+1 -1
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"body": " Suppose we flip a coin times. Let indicate heads on flip . Let be the total number of heads in all flips. Then: If is the probability of the coin coming up heads on a flip, then has the binomial distribution with parameters . We'll use the notation and: Suppose the coin has and we flip it times. Find . The relevant flip sequences are: Each individual sequence has a probability of . So the total probability is: That is, (number of flip sequences)(probability of each sequence). " "body": " Suppose we flip a coin times. Let indicate heads on flip . Let be the total number of heads in all flips. Then: If is the probability of the coin coming up heads on a flip, then has the binomial distribution with parameters . We'll use the notation and: Suppose the coin has and we flip it times. Find . The relevant flip sequences are: Each individual sequence has a probability of . So the total probability is: That is, (number of flip sequences)(probability of each sequence). "
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{
"id": "notes-01-22",
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"title": "Thursday, Jan 22",
"body": " Thursday, Jan 22 This is an outline of the topics we covered in class. These notes are not a substitute for your own note-taking. I highly recommend that you take your own notes during class. If you ever miss a class for any reason, reach out to another student in class to get a copy of their notes. Discrete Distributions Suppose we expand . We'll get a polynomial with some coefficients: where , read \" choose \", is the coefficient of . Alternatively: is the number of ways to pick things out of a set of things. Then: where , read \" factorial\", refers to the product: So now we get a general probability formula for the binomial distribution: Let's see some more important distribution types: Suppose we have a coin with bias , i.e., probability of coming up heads. (Note: this is not a common term, but it will be convenient for us to have some terminology for it since we'll refer to this parameter often.) We flip the coin repeatedly until we see heads. Let be the number of flips. has the geometric distribution with parameter . We'll write , and we'll write: The geometric distribution is given by: Geometrid Distribution flip sequences 1 H 2 TH 3 TTH 4 TTTH In general: Suppose a toxin molecule inside a cell has a 0.2 chance of leaving during each minute. Let be the number of minutes until the molecule leaves. Find If , then is either 1, 2, or 3. A Poisson process is a process in which some event occurs at a constant probabilistic rate . Suppose we observe a Poisson process for time. Let be the number of occurrences of the event during that observation time. Then has the Poisson distribution with parameters . We'll write , and: Consider the following examples: A radioactive material emmitting particles as it decays. A call center receiving calls. A stretch of highways seeing cars pass by. Suppose a highway typically has 200 cars per hour. Let be the number of cars in a 30-minute observation period. Then , so . Then: Continuous Distributions Suppose we pick a real number uniformly. Intuitively, we can say things like and . What aobut Assigning probabilities to individual outcomes isn't useful here. Instead, we assign probabilities to intervals of the form . Let be a random variable. If takes an interval's worth of values, then it's called continuous . Otherwise, it's called discrete . Indicator, Bin, Geom, Poiss are all discrete. Pick is continuous. Height of a plant is continuous. Time is often (but not always) treated as continuous. Let be a continuous random variable. A probability density function (pdf) for is a function such that: for all , and, , where indicates that we should integrate over the entire range of possible values of . Given a pdf for : Pick uniformly. Because of the uniform assumption, must be a constant function for some . To find : More generally, if is chosen uniformly, then the pdf would be: "
},
{
"id": "thm-binomial",
"level": "2",
"url": "notes-01-22.html#thm-binomial",
"type": "Theorem",
"number": "40",
"title": "",
"body": " Suppose we expand . We'll get a polynomial with some coefficients: where , read \" choose \", is the coefficient of . Alternatively: is the number of ways to pick things out of a set of things. Then: where , read \" factorial\", refers to the product: "
},
{
"id": "subsec-discrete-distributions-3",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-3",
"type": "Fact",
"number": "41",
"title": "",
"body": " "
},
{
"id": "subsec-discrete-distributions-4",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-4",
"type": "Example",
"number": "42",
"title": "",
"body": " "
},
{
"id": "subsec-discrete-distributions-7",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-7",
"type": "Example",
"number": "43",
"title": "",
"body": " Suppose we have a coin with bias , i.e., probability of coming up heads. (Note: this is not a common term, but it will be convenient for us to have some terminology for it since we'll refer to this parameter often.) We flip the coin repeatedly until we see heads. Let be the number of flips. "
},
{
"id": "subsec-discrete-distributions-8",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-8",
"type": "Definition",
"number": "44",
"title": "",
"body": " has the geometric distribution with parameter . We'll write , and we'll write: The geometric distribution is given by: Geometrid Distribution flip sequences 1 H 2 TH 3 TTH 4 TTTH In general: "
},
{
"id": "subsec-discrete-distributions-9",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-9",
"type": "Example",
"number": "46",
"title": "",
"body": " Suppose a toxin molecule inside a cell has a 0.2 chance of leaving during each minute. Let be the number of minutes until the molecule leaves. Find If , then is either 1, 2, or 3. "
},
{
"id": "subsec-discrete-distributions-10",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-10",
"type": "Definition",
"number": "47",
"title": "",
"body": " A Poisson process is a process in which some event occurs at a constant probabilistic rate . Suppose we observe a Poisson process for time. Let be the number of occurrences of the event during that observation time. Then has the Poisson distribution with parameters . We'll write , and: "
},
{
"id": "subsec-discrete-distributions-11",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-11",
"type": "Example",
"number": "48",
"title": "",
"body": " Consider the following examples: A radioactive material emmitting particles as it decays. A call center receiving calls. A stretch of highways seeing cars pass by. "
},
{
"id": "subsec-discrete-distributions-12",
"level": "2",
"url": "notes-01-22.html#subsec-discrete-distributions-12",
"type": "Example",
"number": "49",
"title": "",
"body": " Suppose a highway typically has 200 cars per hour. Let be the number of cars in a 30-minute observation period. Then , so . Then: "
},
{
"id": "subsec-continuous-distributions-2",
"level": "2",
"url": "notes-01-22.html#subsec-continuous-distributions-2",
"type": "Example",
"number": "50",
"title": "",
"body": " Suppose we pick a real number uniformly. Intuitively, we can say things like and . What aobut Assigning probabilities to individual outcomes isn't useful here. Instead, we assign probabilities to intervals of the form . "
},
{
"id": "subsec-continuous-distributions-3",
"level": "2",
"url": "notes-01-22.html#subsec-continuous-distributions-3",
"type": "Definition",
"number": "51",
"title": "",
"body": " Let be a random variable. If takes an interval's worth of values, then it's called continuous . Otherwise, it's called discrete . "
},
{
"id": "subsec-continuous-distributions-4",
"level": "2",
"url": "notes-01-22.html#subsec-continuous-distributions-4",
"type": "Example",
"number": "52",
"title": "",
"body": " Indicator, Bin, Geom, Poiss are all discrete. Pick is continuous. Height of a plant is continuous. Time is often (but not always) treated as continuous. "
},
{
"id": "subsec-continuous-distributions-5",
"level": "2",
"url": "notes-01-22.html#subsec-continuous-distributions-5",
"type": "Definition",
"number": "53",
"title": "",
"body": " Let be a continuous random variable. A probability density function (pdf) for is a function such that: for all , and, , where indicates that we should integrate over the entire range of possible values of . Given a pdf for : "
},
{
"id": "subsec-continuous-distributions-6",
"level": "2",
"url": "notes-01-22.html#subsec-continuous-distributions-6",
"type": "Example",
"number": "54",
"title": "",
"body": " Pick uniformly. Because of the uniform assumption, must be a constant function for some . To find : More generally, if is chosen uniformly, then the pdf would be: "
},
{ {
"id": "quiz-01", "id": "quiz-01",
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"title": "Fundamental Theorem of Calculus.", "title": "Fundamental Theorem of Calculus.",
"body": " Fundamental Theorem of Calculus If is an antiderivative of i.e., if then: " "body": " Fundamental Theorem of Calculus If is an antiderivative of i.e., if then: "
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<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
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<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
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<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
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<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
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<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
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@@ -362,7 +369,7 @@ b(2; 4, 0.3) = (6)(0.0441) = 0.2646.
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<p class="byline">Andy Eisenberg</p>
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<main class="ptx-main"><div id="ptx-content" class="ptx-content"><section class="section" id="notes-01-22"><h2 class="heading hide-type">
<span class="type">Section</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber"></span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Thursday, Jan 22</span>
</h2>
<section class="introduction" id="notes-01-22-2"><div class="para" id="notes-01-22-2-1">This is an outline of the topics we covered in class. These notes are <em class="emphasis">not</em> a substitute for your own note-taking. I highly recommend that you take your own notes during class. If you ever miss a class for any reason, reach out to another student in class to get a copy of their notes.<div class="autopermalink" data-description="Paragraph"><a href="#notes-01-22-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div></section><section class="subsection" id="subsec-discrete-distributions"><h3 class="heading hide-type">
<span class="type">Subsection</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber"></span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Discrete Distributions</span>
</h3>
<article class="theorem theorem-like" id="thm-binomial"><h4 class="heading">
<span class="type">Theorem</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">40</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="thm-binomial-1-1">
<div class="para">Suppose we expand <span class="process-math">\((x + y)^n\text{.}\)</span> We’ll get a polynomial with some coefficients:</div>
<div class="displaymath process-math" id="thm-binomial-1-1-2">
\begin{gather*}
(x+y)^n = {n\choose 0} x^n + {n\choose 1} x^{n-1}y + \dotsb + {n\choose n-1} xy^{n-1} + {n\choose n} y^n,
\end{gather*}
</div>
<div class="para">where <span class="process-math">\({n \choose k}\text{,}\)</span> read "<span class="process-math">\(n\)</span> choose <span class="process-math">\(k\)</span>", is the coefficient of <span class="process-math">\(x^{n-k}y^k\text{.}\)</span>
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#thm-binomial-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> <div class="para logical" id="thm-binomial-1-2">
<div class="para">Alternatively: <span class="process-math">\({n\choose k}\)</span> is the number of ways to pick <span class="process-math">\(k\)</span> things out of a set of <span class="process-math">\(n\)</span> things. Then:</div>
<div class="displaymath process-math" id="thm-binomial-1-2-4">
\begin{gather*}
{n \choose k} = \frac{n!}{k!(n-k)!},
\end{gather*}
</div>
<div class="para">where <span class="process-math">\(n!\text{,}\)</span> read "<span class="process-math">\(n\)</span> factorial", refers to the product:</div>
<div class="displaymath process-math" id="thm-binomial-1-2-7">
\begin{gather*}
n! = n(n-1)(n-2)\dotsm (3)(2)(1).
\end{gather*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#thm-binomial-1-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Theorem 40"><a href="#thm-binomial" title="Copy heading and permalink for Theorem 40" aria-label="Copy heading and permalink for Theorem 40">🔗</a></div></article><article class="fact theorem-like" id="subsec-discrete-distributions-3"><h4 class="heading">
<span class="type">Fact</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">41</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para" id="subsec-discrete-distributions-3-1-1">
<span class="process-math">\(0! = 1.\)</span><div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-3-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Fact 41"><a href="#subsec-discrete-distributions-3" title="Copy heading and permalink for Fact 41" aria-label="Copy heading and permalink for Fact 41">🔗</a></div></article><article class="example example-like" id="subsec-discrete-distributions-4"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">42</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-discrete-distributions-4-1-1">
<div class="displaymath process-math" id="subsec-discrete-distributions-4-1-1-1">
\begin{align*}
{n\choose 0} \amp = \frac{n!}{0!(n - 0)!} = \frac{n!}{0!}{n!} = \frac{1}{0!} = 1 \\
{10 \choose 3} \amp = \frac{10!}{3!7!} = \frac{10 \times 9 \times 8 \times 7!}{3\times 2 \times 1 \times 7!} = 10 \times 3 \times 4 = 120.
\end{align*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-4-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 42"><a href="#subsec-discrete-distributions-4" title="Copy heading and permalink for Example 42" aria-label="Copy heading and permalink for Example 42">🔗</a></div></article><div class="para logical" id="subsec-discrete-distributions-5">
<div class="para">So now we get a general probability formula for the binomial distribution:</div>
<div class="displaymath process-math" id="subsec-discrete-distributions-5-1">
\begin{gather*}
b(k; n, p) = {n \choose k} p^k (1-p)^{n-k}.
\end{gather*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-5" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="para" id="subsec-discrete-distributions-6">Let’s see some more important distribution types:<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-6" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<article class="example example-like" id="subsec-discrete-distributions-7"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">43</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para" id="subsec-discrete-distributions-7-1-1">Suppose we have a coin with <dfn class="terminology">bias</dfn> <span class="process-math">\(p\text{,}\)</span> i.e., probability <span class="process-math">\(p\)</span> of coming up heads. (Note: this is not a common term, but it will be convenient for us to have some terminology for it since we’ll refer to this parameter often.) We flip the coin repeatedly until we see heads. Let <span class="process-math">\(N\)</span> be the number of flips.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-7-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 43"><a href="#subsec-discrete-distributions-7" title="Copy heading and permalink for Example 43" aria-label="Copy heading and permalink for Example 43">🔗</a></div></article><article class="definition definition-like" id="subsec-discrete-distributions-8"><h4 class="heading">
<span class="type">Definition</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">44</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-discrete-distributions-8-1-1">
<div class="para">
<span class="process-math">\(N\)</span> has the <dfn class="terminology">geometric distribution</dfn> with parameter <span class="process-math">\(p\text{.}\)</span> We’ll write <span class="process-math">\(N \sim \Geom(p)\text{,}\)</span> and we’ll write:</div>
<div class="displaymath process-math" id="subsec-discrete-distributions-8-1-1-5">
\begin{gather*}
g(k) = g(k; p) = \Pr(N = k).
\end{gather*}
</div>
<div class="para">The geometric distribution is given by:</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-8-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> <figure class="table table-like" id="subsec-discrete-distributions-8-1-2"><figcaption><span class="type">Table</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">45<span class="period heading-divison-mark heading-divison-mark__period">.</span></span><span class="space heading-divison-mark heading-divison-mark__space"> </span>Geometrid Distribution<div class="autopermalink" data-description="Table 45: Geometrid Distribution"><a href="#subsec-discrete-distributions-8-1-2" title="Copy heading and permalink for Table 45: Geometrid Distribution" aria-label="Copy heading and permalink for Table 45: Geometrid Distribution">🔗</a></div></figcaption><div class="tabular-box natural-width"><table class="tabular">
<tr>
<td class="l m b0 r0 l0 t0 lines"><span class="process-math">\(k\)</span></td>
<td class="l m b0 r0 l0 t0 lines">flip sequences</td>
<td class="l m b0 r0 l0 t0 lines"><span class="process-math">\(g(k)\)</span></td>
</tr>
<tr>
<td class="l m b0 r0 l0 t0 lines">1</td>
<td class="l m b0 r0 l0 t0 lines">H</td>
<td class="l m b0 r0 l0 t0 lines"><span class="process-math">\(p\)</span></td>
</tr>
<tr>
<td class="l m b0 r0 l0 t0 lines">2</td>
<td class="l m b0 r0 l0 t0 lines">TH</td>
<td class="l m b0 r0 l0 t0 lines"><span class="process-math">\((1-p)p\)</span></td>
</tr>
<tr>
<td class="l m b0 r0 l0 t0 lines">3</td>
<td class="l m b0 r0 l0 t0 lines">TTH</td>
<td class="l m b0 r0 l0 t0 lines"><span class="process-math">\((1-p)^2p\)</span></td>
</tr>
<tr>
<td class="l m b0 r0 l0 t0 lines">4</td>
<td class="l m b0 r0 l0 t0 lines">TTTH</td>
<td class="l m b0 r0 l0 t0 lines"><span class="process-math">\((1-p)^3p\)</span></td>
</tr>
</table></div></figure> <div class="para logical" id="subsec-discrete-distributions-8-1-3">
<div class="para">In general:</div>
<div class="displaymath process-math" id="subsec-discrete-distributions-8-1-3-1">
\begin{gather*}
g(k; p) = (1-p)^{k-1}p.
\end{gather*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-8-1-3" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Definition 44"><a href="#subsec-discrete-distributions-8" title="Copy heading and permalink for Definition 44" aria-label="Copy heading and permalink for Definition 44">🔗</a></div></article><article class="example example-like" id="subsec-discrete-distributions-9"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">46</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para" id="subsec-discrete-distributions-9-1-1">Suppose a toxin molecule inside a cell has a 0.2 chance of leaving during each minute. Let <span class="process-math">\(T\)</span> be the number of minutes until the molecule leaves. Find <span class="process-math">\(\Pr(T \leq 3).\)</span><div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-9-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> <div class="para logical" id="subsec-discrete-distributions-9-1-2">
<div class="para">If <span class="process-math">\(T \leq 3\text{,}\)</span> then <span class="process-math">\(T\)</span> is either 1, 2, or 3.</div>
<div class="displaymath process-math" id="subsec-discrete-distributions-9-1-2-3">
\begin{align*}
\Pr(T = 1) \amp = g(1; 0.2) = 0.2 \\
\Pr(T = 2) \amp = g(2; 0.2) = 0.8 \times 0.2 = 0.16 \\
\Pr(T = 3) \amp = g(3; 0.2) = 0.8^2 \times 0.2 = 0.128 \\
\Pr(T \leq 3) \amp = 0.2 + 0.16 + 0.128 = 0.488.
\end{align*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-9-1-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 46"><a href="#subsec-discrete-distributions-9" title="Copy heading and permalink for Example 46" aria-label="Copy heading and permalink for Example 46">🔗</a></div></article><article class="definition definition-like" id="subsec-discrete-distributions-10"><h4 class="heading">
<span class="type">Definition</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">47</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-discrete-distributions-10-1-1">
<div class="para">A <dfn class="terminology">Poisson process</dfn> is a process in which some event occurs at a constant probabilistic rate <span class="process-math">\(\lambda\text{.}\)</span> Suppose we observe a Poisson process for <span class="process-math">\(t\)</span> time. Let <span class="process-math">\(N\)</span> be the number of occurrences of the event during that observation time. Then <span class="process-math">\(N\)</span> has the <dfn class="terminology">Poisson distribution</dfn> with parameters <span class="process-math">\(\lambda, t\text{.}\)</span> We’ll write <span class="process-math">\(N \times \Poiss(\lambda, t)\text{,}\)</span> and:</div>
<div class="displaymath process-math" id="subsec-discrete-distributions-10-1-1-9">
\begin{gather*}
p(k) = p(k; \lambda, t) = \Pr(N = k) = \frac{(\lambda t)^k}{k!} e^{-\lambda t}.
\end{gather*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-10-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Definition 47"><a href="#subsec-discrete-distributions-10" title="Copy heading and permalink for Definition 47" aria-label="Copy heading and permalink for Definition 47">🔗</a></div></article><article class="example example-like" id="subsec-discrete-distributions-11"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">48</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-discrete-distributions-11-1-1">
<div class="para">Consider the following examples:</div>
<ul class="disc" id="subsec-discrete-distributions-11-1-1-1">
<li id="subsec-discrete-distributions-11-1-1-1-1">
<div class="para" id="subsec-discrete-distributions-11-1-1-1-1-1">A radioactive material emmitting particles as it decays.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-11-1-1-1-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-discrete-distributions-11-1-1-1-1" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
<li id="subsec-discrete-distributions-11-1-1-1-2">
<div class="para" id="subsec-discrete-distributions-11-1-1-1-2-1">A call center receiving calls.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-11-1-1-1-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-discrete-distributions-11-1-1-1-2" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
<li id="subsec-discrete-distributions-11-1-1-1-3">
<div class="para" id="subsec-discrete-distributions-11-1-1-1-3-1">A stretch of highways seeing cars pass by.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-11-1-1-1-3-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-discrete-distributions-11-1-1-1-3" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
</ul>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-11-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 48"><a href="#subsec-discrete-distributions-11" title="Copy heading and permalink for Example 48" aria-label="Copy heading and permalink for Example 48">🔗</a></div></article><article class="example example-like" id="subsec-discrete-distributions-12"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">49</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-discrete-distributions-12-1-1">
<div class="para">Suppose a highway typically has 200 cars per hour. Let <span class="process-math">\(N\)</span> be the number of cars in a 30-minute observation period. Then <span class="process-math">\(\lambda = 200, t = \frac{1}{2}\text{,}\)</span> so <span class="process-math">\(\lambda t = 100\)</span> . Then:</div>
<div class="displaymath process-math" id="subsec-discrete-distributions-12-1-1-4">
\begin{align*}
\Pr(N = k) \amp = \frac{100^k}{k!} e^{-100} \\
\text{e.g., } \Pr(N = 110) \amp = \frac{100^{110}}{110!} e^{-100} \approx 0.023.
\end{align*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-discrete-distributions-12-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 49"><a href="#subsec-discrete-distributions-12" title="Copy heading and permalink for Example 49" aria-label="Copy heading and permalink for Example 49">🔗</a></div></article><div class="autopermalink" data-description="Subsection: Discrete Distributions"><a href="#subsec-discrete-distributions" title="Copy heading and permalink for Subsection: Discrete Distributions" aria-label="Copy heading and permalink for Subsection: Discrete Distributions">🔗</a></div></section><section class="subsection" id="subsec-continuous-distributions"><h3 class="heading hide-type">
<span class="type">Subsection</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber"></span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Continuous Distributions</span>
</h3>
<article class="example example-like" id="subsec-continuous-distributions-2"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">50</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para" id="subsec-continuous-distributions-2-1-1">Suppose we pick a real number <span class="process-math">\(X \in [0, 4]\)</span> uniformly. Intuitively, we can say things like <span class="process-math">\(\Pr(X \leq 1) = \frac{1}{4}\)</span> and <span class="process-math">\(\Pr(1 \leq X \leq 3) = \frac{1}{2}\text{.}\)</span> What aobut <span class="process-math">\(\Pr(X = 2)?\)</span><div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-2-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> <div class="para" id="subsec-continuous-distributions-2-1-2">Assigning probabilities to individual outcomes isn’t useful here. Instead, we assign probabilities to intervals of the form <span class="process-math">\(a \leq X \leq b\text{.}\)</span><div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-2-1-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 50"><a href="#subsec-continuous-distributions-2" title="Copy heading and permalink for Example 50" aria-label="Copy heading and permalink for Example 50">🔗</a></div></article><article class="definition definition-like" id="subsec-continuous-distributions-3"><h4 class="heading">
<span class="type">Definition</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">51</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para" id="subsec-continuous-distributions-3-1-1">Let <span class="process-math">\(X\)</span> be a random variable. If <span class="process-math">\(X\)</span> takes an interval’s worth of values, then it’s called <dfn class="terminology">continuous</dfn>. Otherwise, it’s called <dfn class="terminology">discrete</dfn>.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-3-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Definition 51"><a href="#subsec-continuous-distributions-3" title="Copy heading and permalink for Definition 51" aria-label="Copy heading and permalink for Definition 51">🔗</a></div></article><article class="example example-like" id="subsec-continuous-distributions-4"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">52</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-continuous-distributions-4-1-1">
<ul class="disc" id="subsec-continuous-distributions-4-1-1-1">
<li id="subsec-continuous-distributions-4-1-1-1-1">
<div class="para" id="subsec-continuous-distributions-4-1-1-1-1-1">Indicator, Bin, Geom, Poiss are all discrete.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-4-1-1-1-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-continuous-distributions-4-1-1-1-1" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
<li id="subsec-continuous-distributions-4-1-1-1-2">
<div class="para" id="subsec-continuous-distributions-4-1-1-1-2-1">Pick <span class="process-math">\(X \in [0, 4]\)</span> is continuous.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-4-1-1-1-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-continuous-distributions-4-1-1-1-2" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
<li id="subsec-continuous-distributions-4-1-1-1-3">
<div class="para" id="subsec-continuous-distributions-4-1-1-1-3-1">Height of a plant is continuous.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-4-1-1-1-3-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-continuous-distributions-4-1-1-1-3" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
<li id="subsec-continuous-distributions-4-1-1-1-4">
<div class="para" id="subsec-continuous-distributions-4-1-1-1-4-1">Time is often (but not always) treated as continuous.<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-4-1-1-1-4-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item"><a href="#subsec-continuous-distributions-4-1-1-1-4" title="Copy heading and permalink for Item" aria-label="Copy heading and permalink for Item">🔗</a></div>
</li>
</ul>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-4-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 52"><a href="#subsec-continuous-distributions-4" title="Copy heading and permalink for Example 52" aria-label="Copy heading and permalink for Example 52">🔗</a></div></article><article class="definition definition-like" id="subsec-continuous-distributions-5"><h4 class="heading">
<span class="type">Definition</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">53</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-continuous-distributions-5-1-1">
<div class="para">Let <span class="process-math">\(X\)</span> be a continuous random variable. A <dfn class="terminology">probability density function (pdf)</dfn> for <span class="process-math">\(X\)</span> is a function <span class="process-math">\(f(x)\)</span> such that:</div>
<ol class="decimal" id="subsec-continuous-distributions-5-1-1-5">
<li id="subsec-continuous-distributions-5-1-1-5-1">
<div class="para" id="subsec-continuous-distributions-5-1-1-5-1-1">
<span class="process-math">\(f(x) \geq 0\)</span> for all <span class="process-math">\(x\text{,}\)</span> and,<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-5-1-1-5-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item 1"><a href="#subsec-continuous-distributions-5-1-1-5-1" title="Copy heading and permalink for Item 1" aria-label="Copy heading and permalink for Item 1">🔗</a></div>
</li>
<li id="subsec-continuous-distributions-5-1-1-5-2">
<div class="para" id="subsec-continuous-distributions-5-1-1-5-2-1">
<span class="process-math">\(\int_{\Omega} f(x)\ dx = 1\text{,}\)</span> where <span class="process-math">\(\int_{\Omega}\)</span> indicates that we should integrate over the entire range of possible values of <span class="process-math">\(X\text{.}\)</span><div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-5-1-1-5-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Item 2"><a href="#subsec-continuous-distributions-5-1-1-5-2" title="Copy heading and permalink for Item 2" aria-label="Copy heading and permalink for Item 2">🔗</a></div>
</li>
</ol>
<div class="para">Given a pdf <span class="process-math">\(f(x)\)</span> for <span class="process-math">\(X\text{:}\)</span>
</div>
<div class="displaymath process-math" id="subsec-continuous-distributions-5-1-1-8">
\begin{gather*}
\Pr(a \leq X \leq b) = \int_a^b f(x)\ dx.
\end{gather*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-5-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Definition 53"><a href="#subsec-continuous-distributions-5" title="Copy heading and permalink for Definition 53" aria-label="Copy heading and permalink for Definition 53">🔗</a></div></article><article class="example example-like" id="subsec-continuous-distributions-6"><h4 class="heading">
<span class="type">Example</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">54</span><span class="period heading-divison-mark heading-divison-mark__period">.</span>
</h4>
<div class="para logical" id="subsec-continuous-distributions-6-1-1">
<div class="para">Pick <span class="process-math">\(X\in [0, 4]\)</span> uniformly. Because of the uniform assumption, <span class="process-math">\(f(x)\)</span> must be a constant function <span class="process-math">\(f(x) = k\)</span> for some <span class="process-math">\(k\text{.}\)</span> To find <span class="process-math">\(k\text{:}\)</span>
</div>
<div class="displaymath process-math" id="subsec-continuous-distributions-6-1-1-6">
\begin{align*}
1 = \int_0^4 f(x)\ dx \amp = \int_0^4 k\ dx = kx \bigg|_0^4 = 4k - 0 \\
\Rightarrow \quad k \amp = \frac{1}{4}
\end{align*}
</div>
<div class="para">More generally, if <span class="process-math">\(X \in [a, b]\)</span> is chosen uniformly, then the pdf would be:</div>
<div class="displaymath process-math" id="subsec-continuous-distributions-6-1-1-8">
\begin{gather*}
f(x) = \frac{1}{b - a}, \quad a \leq x \leq b
\end{gather*}
</div>
<div class="autopermalink" data-description="Paragraph"><a href="#subsec-continuous-distributions-6-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div>
<div class="autopermalink" data-description="Example 54"><a href="#subsec-continuous-distributions-6" title="Copy heading and permalink for Example 54" aria-label="Copy heading and permalink for Example 54">🔗</a></div></article><div class="autopermalink" data-description="Subsection: Continuous Distributions"><a href="#subsec-continuous-distributions" title="Copy heading and permalink for Subsection: Continuous Distributions" aria-label="Copy heading and permalink for Subsection: Continuous Distributions">🔗</a></div></section><div class="autopermalink" data-description="Section: Thursday, Jan 22"><a href="#notes-01-22" title="Copy heading and permalink for Section: Thursday, Jan 22" aria-label="Copy heading and permalink for Section: Thursday, Jan 22">🔗</a></div></section></div>
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+9 -2
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@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
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<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
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+9 -2
View File
@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter contains-active"> <li class="toc-item toc-chapter contains-active">
+11 -4
View File
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eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
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@@ -135,7 +135,7 @@ eBookConfig.enable_chatcodes = false;
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<button id="light-dark-button" class="light-dark-button button" title="Dark Mode"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe51c;</span><span class="name">Dark Mode</span></button></span><span class="treebuttons"><a class="previous-button button" href="notes-01-20.html" title="Previous"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cb;</span><span class="name">Prev</span></a><a class="up-button button" href="root-1-2.html" title="Up"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5ce;</span><span class="name">Up</span></a><a class="next-button button" href="quiz-01.html" title="Next"><span class="name">Next</span><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cc;</span></a></span> <button id="light-dark-button" class="light-dark-button button" title="Dark Mode"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe51c;</span><span class="name">Dark Mode</span></button></span><span class="treebuttons"><a class="previous-button button" href="notes-01-22.html" title="Previous"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cb;</span><span class="name">Prev</span></a><a class="up-button button" href="root-1-2.html" title="Up"><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5ce;</span><span class="name">Up</span></a><a class="next-button button" href="quiz-01.html" title="Next"><span class="name">Next</span><span class="icon material-symbols-outlined" aria-hidden="true">&#xe5cc;</span></a></span>
</div></nav><div id="latex-macros" class="hidden-content process-math" style="display:none"><span class="process-math">\(\newcommand{\N}{\mathbb N} </div></nav><div id="latex-macros" class="hidden-content process-math" style="display:none"><span class="process-math">\(\newcommand{\N}{\mathbb N}
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
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@@ -213,7 +220,7 @@ eBookConfig.enable_chatcodes = false;
</h2> </h2>
<nav class="summary-links"><ul><li><a href="quiz-01.html" class="internal"><span class="title">Quiz 1</span></a></li></ul></nav><div class="autopermalink" data-description="Chapter: Quizzes"><a href="#quizzes" title="Copy heading and permalink for Chapter: Quizzes" aria-label="Copy heading and permalink for Chapter: Quizzes">🔗</a></div></section></div> <nav class="summary-links"><ul><li><a href="quiz-01.html" class="internal"><span class="title">Quiz 1</span></a></li></ul></nav><div class="autopermalink" data-description="Chapter: Quizzes"><a href="#quizzes" title="Copy heading and permalink for Chapter: Quizzes" aria-label="Copy heading and permalink for Chapter: Quizzes">🔗</a></div></section></div>
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<div id="ptx-page-footer" class="ptx-page-footer"> <div id="ptx-page-footer" class="ptx-page-footer">
@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
eBookConfig.build_info = ""; eBookConfig.build_info = "";
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eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
@@ -274,7 +281,7 @@ eBookConfig.enable_chatcodes = false;
</div> </div>
<div class="workspace" data-space="2cm"></div> <div class="workspace" data-space="2cm"></div>
<div class="autopermalink" data-description="Task 4.b"><a href="#recitation-calculus-review-3-4-3" title="Copy heading and permalink for Task 4.b" aria-label="Copy heading and permalink for Task 4.b">🔗</a></div></article><div class="autopermalink" data-description="Worksheet Exercise 4"><a href="#recitation-calculus-review-3-4" title="Copy heading and permalink for Worksheet Exercise 4" aria-label="Copy heading and permalink for Worksheet Exercise 4">🔗</a></div></article></section><section class="onepage" id="recitation-calculus-review-4"><article class="theorem theorem-like" id="thm-FTC"><h3 class="heading"> <div class="autopermalink" data-description="Task 4.b"><a href="#recitation-calculus-review-3-4-3" title="Copy heading and permalink for Task 4.b" aria-label="Copy heading and permalink for Task 4.b">🔗</a></div></article><div class="autopermalink" data-description="Worksheet Exercise 4"><a href="#recitation-calculus-review-3-4" title="Copy heading and permalink for Worksheet Exercise 4" aria-label="Copy heading and permalink for Worksheet Exercise 4">🔗</a></div></article></section><section class="onepage" id="recitation-calculus-review-4"><article class="theorem theorem-like" id="thm-FTC"><h3 class="heading">
<span class="type">Theorem</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">40</span><span class="period heading-divison-mark heading-divison-mark__period">.</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Fundamental Theorem of Calculus.</span> <span class="type">Theorem</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">55</span><span class="period heading-divison-mark heading-divison-mark__period">.</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Fundamental Theorem of Calculus.</span>
</h3> </h3>
<div class="para logical" id="thm-FTC-2-1"> <div class="para logical" id="thm-FTC-2-1">
<div class="para">If <span class="process-math">\(F(x)\)</span> is an antiderivative of <span class="process-math">\(f(x)\)</span>—i.e., if <span class="process-math">\(F'(x) = f(x)\)</span>—then:</div> <div class="para">If <span class="process-math">\(F(x)\)</span> is an antiderivative of <span class="process-math">\(f(x)\)</span>—i.e., if <span class="process-math">\(F'(x) = f(x)\)</span>—then:</div>
@@ -285,7 +292,7 @@ eBookConfig.enable_chatcodes = false;
</div> </div>
<div class="autopermalink" data-description="Paragraph"><a href="#thm-FTC-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div> <div class="autopermalink" data-description="Paragraph"><a href="#thm-FTC-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> </div>
<div class="autopermalink" data-description="Theorem 40: Fundamental Theorem of Calculus"><a href="#thm-FTC" title="Copy heading and permalink for Theorem 40: Fundamental Theorem of Calculus" aria-label="Copy heading and permalink for Theorem 40: Fundamental Theorem of Calculus">🔗</a></div></article><div class="para" id="recitation-calculus-review-4-2">If <span class="process-math">\(f(x)\)</span> is a probability density function (don’t worry about what that means for now), then integrals such as <span class="process-math">\(\int_a^b f(x)\ dx\)</span> are used to calculate certain probabilities, as are values of the form <span class="process-math">\(F(x)\text{.}\)</span><div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div> <div class="autopermalink" data-description="Theorem 55: Fundamental Theorem of Calculus"><a href="#thm-FTC" title="Copy heading and permalink for Theorem 55: Fundamental Theorem of Calculus" aria-label="Copy heading and permalink for Theorem 55: Fundamental Theorem of Calculus">🔗</a></div></article><div class="para" id="recitation-calculus-review-4-2">If <span class="process-math">\(f(x)\)</span> is a probability density function (don’t worry about what that means for now), then integrals such as <span class="process-math">\(\int_a^b f(x)\ dx\)</span> are used to calculate certain probabilities, as are values of the form <span class="process-math">\(F(x)\text{.}\)</span><div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> </div>
<article class="exercise exercise-like" id="recitation-calculus-review-4-3"><h3 class="heading"><span class="codenumber">5<span class="period heading-divison-mark heading-divison-mark__period">.</span></span></h3> <article class="exercise exercise-like" id="recitation-calculus-review-4-3"><h3 class="heading"><span class="codenumber">5<span class="period heading-divison-mark heading-divison-mark__period">.</span></span></h3>
<div class="introduction" id="recitation-calculus-review-4-3-1"><div class="para" id="recitation-calculus-review-4-3-1-1">Practice with the following integrals:<div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-3-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div> <div class="introduction" id="recitation-calculus-review-4-3-1"><div class="para" id="recitation-calculus-review-4-3-1-1">Practice with the following integrals:<div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-3-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
+11 -4
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@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
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<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
@@ -259,7 +266,7 @@ eBookConfig.enable_chatcodes = false;
</div> </div>
<div class="workspace" data-space="2cm"></div> <div class="workspace" data-space="2cm"></div>
<div class="autopermalink" data-description="Task 4.b"><a href="#recitation-calculus-review-3-4-3" title="Copy heading and permalink for Task 4.b" aria-label="Copy heading and permalink for Task 4.b">🔗</a></div></article><div class="autopermalink" data-description="Worksheet Exercise 4"><a href="#recitation-calculus-review-3-4" title="Copy heading and permalink for Worksheet Exercise 4" aria-label="Copy heading and permalink for Worksheet Exercise 4">🔗</a></div></article></section><section class="onepage" id="recitation-calculus-review-4"><article class="theorem theorem-like" id="thm-FTC"><h3 class="heading"> <div class="autopermalink" data-description="Task 4.b"><a href="#recitation-calculus-review-3-4-3" title="Copy heading and permalink for Task 4.b" aria-label="Copy heading and permalink for Task 4.b">🔗</a></div></article><div class="autopermalink" data-description="Worksheet Exercise 4"><a href="#recitation-calculus-review-3-4" title="Copy heading and permalink for Worksheet Exercise 4" aria-label="Copy heading and permalink for Worksheet Exercise 4">🔗</a></div></article></section><section class="onepage" id="recitation-calculus-review-4"><article class="theorem theorem-like" id="thm-FTC"><h3 class="heading">
<span class="type">Theorem</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">40</span><span class="period heading-divison-mark heading-divison-mark__period">.</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Fundamental Theorem of Calculus.</span> <span class="type">Theorem</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="codenumber">55</span><span class="period heading-divison-mark heading-divison-mark__period">.</span><span class="space heading-divison-mark heading-divison-mark__space"> </span><span class="title">Fundamental Theorem of Calculus.</span>
</h3> </h3>
<div class="para logical" id="thm-FTC-2-1"> <div class="para logical" id="thm-FTC-2-1">
<div class="para">If <span class="process-math">\(F(x)\)</span> is an antiderivative of <span class="process-math">\(f(x)\)</span>—i.e., if <span class="process-math">\(F'(x) = f(x)\)</span>—then:</div> <div class="para">If <span class="process-math">\(F(x)\)</span> is an antiderivative of <span class="process-math">\(f(x)\)</span>—i.e., if <span class="process-math">\(F'(x) = f(x)\)</span>—then:</div>
@@ -270,7 +277,7 @@ eBookConfig.enable_chatcodes = false;
</div> </div>
<div class="autopermalink" data-description="Paragraph"><a href="#thm-FTC-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div> <div class="autopermalink" data-description="Paragraph"><a href="#thm-FTC-2-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> </div>
<div class="autopermalink" data-description="Theorem 40: Fundamental Theorem of Calculus"><a href="#thm-FTC" title="Copy heading and permalink for Theorem 40: Fundamental Theorem of Calculus" aria-label="Copy heading and permalink for Theorem 40: Fundamental Theorem of Calculus">🔗</a></div></article><div class="para" id="recitation-calculus-review-4-2">If <span class="process-math">\(f(x)\)</span> is a probability density function (don’t worry about what that means for now), then integrals such as <span class="process-math">\(\int_a^b f(x)\ dx\)</span> are used to calculate certain probabilities, as are values of the form <span class="process-math">\(F(x)\text{.}\)</span><div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div> <div class="autopermalink" data-description="Theorem 55: Fundamental Theorem of Calculus"><a href="#thm-FTC" title="Copy heading and permalink for Theorem 55: Fundamental Theorem of Calculus" aria-label="Copy heading and permalink for Theorem 55: Fundamental Theorem of Calculus">🔗</a></div></article><div class="para" id="recitation-calculus-review-4-2">If <span class="process-math">\(f(x)\)</span> is a probability density function (don’t worry about what that means for now), then integrals such as <span class="process-math">\(\int_a^b f(x)\ dx\)</span> are used to calculate certain probabilities, as are values of the form <span class="process-math">\(F(x)\text{.}\)</span><div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-2" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
</div> </div>
<article class="exercise exercise-like" id="recitation-calculus-review-4-3"><h3 class="heading"><span class="codenumber">5<span class="period heading-divison-mark heading-divison-mark__period">.</span></span></h3> <article class="exercise exercise-like" id="recitation-calculus-review-4-3"><h3 class="heading"><span class="codenumber">5<span class="period heading-divison-mark heading-divison-mark__period">.</span></span></h3>
<div class="introduction" id="recitation-calculus-review-4-3-1"><div class="para" id="recitation-calculus-review-4-3-1-1">Practice with the following integrals:<div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-3-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div> <div class="introduction" id="recitation-calculus-review-4-3-1"><div class="para" id="recitation-calculus-review-4-3-1-1">Practice with the following integrals:<div class="autopermalink" data-description="Paragraph"><a href="#recitation-calculus-review-4-3-1-1" title="Copy heading and permalink for Paragraph" aria-label="Copy heading and permalink for Paragraph">🔗</a></div>
+9 -2
View File
@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
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<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
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@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
+9 -2
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@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
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eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
</script> </script>
<!--*** Runestone Services ***--> <!--*** Runestone Services ***-->
<script src="_static/prefix-runtime.3dca4b99808f4053.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.80892ed1280c2803.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css"> <script src="_static/prefix-runtime.fc0e080e84d54281.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.e2abc79debce15fd.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css">
<link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css"> <link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css">
<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
</script> </script>
@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">
+9 -2
View File
@@ -101,14 +101,14 @@ eBookConfig.allow_pairs = false;
eBookConfig.enableScratchAC = false; eBookConfig.enableScratchAC = false;
eBookConfig.build_info = ""; eBookConfig.build_info = "";
eBookConfig.python3 = null; eBookConfig.python3 = null;
eBookConfig.runestone_version = '7.11.10'; eBookConfig.runestone_version = '7.11.11';
eBookConfig.jobehost = ''; eBookConfig.jobehost = '';
eBookConfig.proxyuri_runs = ''; eBookConfig.proxyuri_runs = '';
eBookConfig.proxyuri_files = ''; eBookConfig.proxyuri_files = '';
eBookConfig.enable_chatcodes = false; eBookConfig.enable_chatcodes = false;
</script> </script>
<!--*** Runestone Services ***--> <!--*** Runestone Services ***-->
<script src="_static/prefix-runtime.3dca4b99808f4053.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.80892ed1280c2803.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css"> <script src="_static/prefix-runtime.fc0e080e84d54281.bundle.js"></script><script src="_static/prefix-723.3e6434f80549315a.bundle.js"></script><script src="_static/prefix-runestone.e2abc79debce15fd.bundle.js"></script><link rel="stylesheet" type="text/css" href="_static/prefix-723.3bccd435914aa0ff.css">
<link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css"> <link rel="stylesheet" type="text/css" href="_static/prefix-runestone.6ec5960970d8b364.css">
<script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)'; <script src="_static/pretext/js/lti_iframe_resizer.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/lunr.js/2.3.9/lunr.min.js" integrity="sha512-4xUl/d6D6THrAnXAwGajXkoWaeMNwEKK4iNfq5DotEbLPAfk6FSxSP3ydNxqDgCw1c/0Z1Jg6L8h2j+++9BZmg==" crossorigin="anonymous" referrerpolicy="no-referrer"></script><script src="lunr-pretext-search-index.js" async=""></script><script src="_static/pretext/js/pretext_search.js"></script><script src="_static/pretext/js/lib/knowl.js"></script><!--knowl.js code controls Sage Cells within knowls--><script>sagecellEvalName='Evaluate (Sage)';
</script> </script>
@@ -197,6 +197,13 @@ eBookConfig.enable_chatcodes = false;
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li> <li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-20.html#subsec-Discrete-Random-Variables" class="internal"><span class="title">Sec 2.1: Random Variables</span></a></div></li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-section">
<div class="toc-title-box"><a href="notes-01-22.html" class="internal"><span class="title">Thursday, Jan 22</span></a></div>
<ul class="structural toc-item-list">
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-discrete-distributions" class="internal"><span class="title">Discrete Distributions</span></a></div></li>
<li class="toc-item toc-subsection"><div class="toc-title-box"><a href="notes-01-22.html#subsec-continuous-distributions" class="internal"><span class="title">Continuous Distributions</span></a></div></li>
</ul>
</li>
</ul> </ul>
</li> </li>
<li class="toc-item toc-chapter"> <li class="toc-item toc-chapter">