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added citation info to training materials
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lrjohnson0 committed Jul 19, 2024
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4 changes: 2 additions & 2 deletions GP.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Introduction to Gaussian Processes for Time Dependent Data"
subtitle: "VectorByte Methods Training"
title: "Introduction to Gaussian Processes for Time Dependent Data"
editor: source
author: "The VectorByte Team (Parul Patil, Virginia Tech)"
title-slide-attributes:
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10 changes: 7 additions & 3 deletions GP_Notes.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Introduction to Gaussian Processes for Time Dependent Data"
author: "The VectorByte Team (Parul Patil, Virginia Tech)"
title: "VectorByte Methods Training: Introduction to Gaussian Processes for Time Dependent Data (notes)"
author:
- name: Parul Patil
affiliation: Virginia Tech and VectorByte
title-slide-attributes:
data-background-image: VectorByte-logo_lg.png
data-background-size: contain
data-background-opacity: "0.2"
citation: true
date: 2024-07-21
date-format: long
format:
html:
toc: true
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10 changes: 7 additions & 3 deletions GP_Practical.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Practical: Introduction to Gaussian Processes for Time Dependent Data"
author: "The VectorByte Team (Parul Patil, Virginia Tech)"
title: "VectorByte Methods Training: Introduction to Gaussian Processes for Time Dependent Data (Practical)"
author:
- name: Parul Patil
affiliation: Virginia Tech and VectorByte
citation: true
date: 2024-07-21
date-format: long
format:
html:
toc: true
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11 changes: 8 additions & 3 deletions Stats_review.qmd
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---
title: VectorByte Methods Training
subtitle: Probability and Statistics Fundamentals
author: The VectorByte Team (Leah R. Johnson, Virginia Tech)
title: "VectorByte Methods Training: Probability and Statistics Fundamentals"
author:
- name: Leah R. Johnson
url: https://lrjohnson0.github.io/QEDLab/leahJ.html
affiliation: Virginia Tech and VectorByte
citation: true
date: 2024-07-01
date-format: long
format:
html:
toc: true
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4 changes: 2 additions & 2 deletions VB_RegDiagTrans.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Review of Diagnostics and Transformations for Regression Models"
subtitle: "VectorByte Methods Training"
title: "Review of Diagnostics and Transformations for Regression Models"
author: "The VectorByte Team (Leah R. Johnson, Virginia Tech)"
title-slide-attributes:
data-background-image: VectorByte-logo_lg.png
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11 changes: 8 additions & 3 deletions VB_RegDiagTrans_practical.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Practical: Diagnostics and Transformations"
author: "The VectorByte Team (Leah R. Johnson, Virginia Tech)"
title: "VectorByte Methods Training: Regression Diagnostics and Transformations (practical)"
author:
- name: Leah R. Johnson
url: https://lrjohnson0.github.io/QEDLab/leahJ.html
affiliation: Virginia Tech and VectorByte
citation: true
date: 2024-07-01
date-format: long
format:
html:
toc: true
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15 changes: 8 additions & 7 deletions VB_RegRev.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Regression Review"
author: "The VectorByte Team (Leah R. Johnson, Virginia Tech)"
title-slide-attributes:
data-background-image: VectorByte-logo_lg.png
data-background-size: contain
data-background-opacity: "0.2"
title: "VectorByte Methods Training: Regression Review"
author:
- name: Leah R. Johnson
url: https://lrjohnson0.github.io/QEDLab/leahJ.html
affiliation: Virginia Tech and VectorByte
citation: true
date: 2024-07-01
date-format: long
format:
html:
toc: true
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4 changes: 2 additions & 2 deletions VB_TimeDepData.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Regression Methods for Time Dependent Data"
subtitle: "VectorByte Methods Training"
title: "Regression Methods for Time Dependent Data"
author: "The VectorByte Team (Leah R. Johnson, Virginia Tech)"
title-slide-attributes:
data-background-image: VectorByte-logo_lg.png
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11 changes: 8 additions & 3 deletions VB_TimeDepData_practical.qmd
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---
title: "VectorByte Methods Training"
subtitle: "Practical: Intro to Time Dependent Data"
author: "The VectorByte Team (Leah R. Johnson, Virginia Tech)"
title: "VectorByte Methods Training: Regression Methods for Time Dependent Data (practical)"
author:
- name: Leah R. Johnson
url: https://lrjohnson0.github.io/QEDLab/leahJ.html
affiliation: Virginia Tech and VectorByte
citation: true
date: 2024-07-01
date-format: long
format:
html:
toc: true
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45 changes: 34 additions & 11 deletions docs/Stats_review.html
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">

<meta name="author" content="The VectorByte Team (Leah R. Johnson, Virginia Tech)">
<meta name="author" content="Leah R. Johnson">
<meta name="dcterms.date" content="2024-07-01">

<title>VectorByte Training 2024 - VectorByte Methods Training</title>
<title>VectorByte Training 2024 - VectorByte Methods Training: Probability and Statistics Fundamentals</title>
<style>
code{white-space: pre-wrap;}
span.smallcaps{font-variant: small-caps;}
Expand Down Expand Up @@ -254,21 +255,33 @@ <h2 id="toc-title">On this page</h2>

<header id="title-block-header" class="quarto-title-block default">
<div class="quarto-title">
<h1 class="title">VectorByte Methods Training</h1>
<p class="subtitle lead">Probability and Statistics Fundamentals</p>
<h1 class="title">VectorByte Methods Training: Probability and Statistics Fundamentals</h1>
</div>


<div class="quarto-title-meta-author">
<div class="quarto-title-meta-heading">Author</div>
<div class="quarto-title-meta-heading">Affiliation</div>

<div class="quarto-title-meta-contents">
<p class="author"><a href="https://lrjohnson0.github.io/QEDLab/leahJ.html">Leah R. Johnson</a> </p>
</div>
<div class="quarto-title-meta-contents">
<p class="affiliation">
Virginia Tech and VectorByte
</p>
</div>
</div>

<div class="quarto-title-meta">


<div>
<div class="quarto-title-meta-heading">Author</div>
<div class="quarto-title-meta-heading">Published</div>
<div class="quarto-title-meta-contents">
<p>The VectorByte Team (Leah R. Johnson, Virginia Tech) </p>
</div>
<p class="date">July 1, 2024</p>
</div>
</div>



</div>
Expand Down Expand Up @@ -340,7 +353,7 @@ <h1>Random Variables (RVs)</h1>
<li>discrete (numbers of items or successes)</li>
<li>continuous (heights, times, weights)</li>
</ul>
<p>We usually use capital letters – e.g.&nbsp;<span class="math inline">X</span>, <span class="math inline">Y</span>, sometimes with bold or with subscripts – to denote the RVs. In contrast we use lower case letters, e.g.&nbsp;<span class="math inline">x</span>, <span class="math inline">y</span>, <span class="math inline">k</span>, to denote the values that the RV takes. For instance, lets say that the heights of the woman at Virginia Tech are the RV, <span class="math inline">X</span>, and <span class="math inline">X</span> has a normal distribution with mean 62 inches and variance 6<span class="math inline">^2</span>, i.e., <span class="math inline">X \sim \mathrm{N}(62,6^2)</span> distribution. Say we then observe the heights of 3 individuals drawn from this distribution – we would write this as: <span class="math inline">x=(</span> 64.5, 64, 60.1 <span class="math inline">)</span>.</p>
<p>We usually use capital letters – e.g.&nbsp;<span class="math inline">X</span>, <span class="math inline">Y</span>, sometimes with bold or with subscripts – to denote the RVs. In contrast we use lower case letters, e.g.&nbsp;<span class="math inline">x</span>, <span class="math inline">y</span>, <span class="math inline">k</span>, to denote the values that the RV takes. For instance, lets say that the heights of the woman at Virginia Tech are the RV, <span class="math inline">X</span>, and <span class="math inline">X</span> has a normal distribution with mean 62 inches and variance 6<span class="math inline">^2</span>, i.e., <span class="math inline">X \sim \mathrm{N}(62,6^2)</span> distribution. Say we then observe the heights of 3 individuals drawn from this distribution – we would write this as: <span class="math inline">x=(</span> 60.3, 66.6, 56.1 <span class="math inline">)</span>.</p>
<p><br> <br> </p>
</section>
<section id="probability-distributions" class="level1">
Expand Down Expand Up @@ -564,7 +577,7 @@ <h1>Probability Distributions in <code>R</code></h1>
<div class="cell">
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">rnorm</span>(<span class="dv">3</span>, <span class="at">mean=</span><span class="dv">0</span>, <span class="at">sd=</span><span class="dv">1</span>) <span class="do">## random draws</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>[1] -1.3733147 -0.5293865 0.9294630</code></pre>
<pre><code>[1] 1.2016687 -0.0771098 -0.1688577</code></pre>
</div>
</div>
<div class="cell">
Expand Down Expand Up @@ -763,7 +776,17 @@ <h2 class="anchored" data-anchor-id="hypothesis-testing-and-confidence-intervals
</section>
</section>

</main> <!-- /main -->
<div id="quarto-appendix" class="default"><section class="quarto-appendix-contents" id="quarto-citation"><h2 class="anchored quarto-appendix-heading">Citation</h2><div><div class="quarto-appendix-secondary-label">BibTeX citation:</div><pre class="sourceCode code-with-copy quarto-appendix-bibtex"><code class="sourceCode bibtex">@online{r. johnson2024,
author = {R. Johnson, Leah},
title = {VectorByte {Methods} {Training:} {Probability} and
{Statistics} {Fundamentals}},
date = {2024-07-01},
langid = {en}
}
</code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre><div class="quarto-appendix-secondary-label">For attribution, please cite this work as:</div><div id="ref-r. johnson2024" class="csl-entry quarto-appendix-citeas" role="listitem">
R. Johnson, Leah. 2024. <span>“VectorByte Methods Training: Probability
and Statistics Fundamentals.”</span> July 1, 2024.
</div></div></section></div></main> <!-- /main -->
<script id="quarto-html-after-body" type="application/javascript">
window.document.addEventListener("DOMContentLoaded", function (event) {
const toggleBodyColorMode = (bsSheetEl) => {
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