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<!DOCTYPE html>
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<meta charset="utf-8">
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<title>Applied Multivariate Analysis</title>
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<a href="#" class="dropdown-toggle" data-toggle="dropdown">Resources <b class="caret"></b></a>
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<div id="header">
<h1 class="title">Applied Multivariate Analysis</h1>
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<div id="TOC">
<ul>
<li><a href="#schedule">Schedule</a></li>
<li><a href="#texts">Texts</a></li>
<li><a href="#course-description">Course Description</a></li>
<li><a href="#course-objectives">Course Objectives</a></li>
<li><a href="#evaluation">Evaluation</a></li>
</ul>
</div>
<p><strong>Session</strong>: Spring 2015 (Jan 5 - Apr 2<a href="https://github.com/andkov/psy533/edit/gh-pages/index.md">)</a><br /><strong>Meeting Time</strong>: MTh 11:30 a.m. - 12:50 p.m.<br /><strong>Meeting Place</strong>: HSD 160 LAB</p>
<table>
<thead>
<tr class="header">
<th align="left">Instructor</th>
<th align="left">Dr. Andrea Piccinin</th>
<th align="left">Dr. Andrey Koval</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">Office</td>
<td align="left">Cornett A263</td>
<td align="left">Cornett B335d</td>
</tr>
<tr class="even">
<td align="left">Hours</td>
<td align="left">T 4-5, Th 3:30-4:30</td>
<td align="left">T 2:30-3:30 or by appointment</td>
</tr>
<tr class="odd">
<td align="left">Email</td>
<td align="left">piccinin at uvic dot ca</td>
<td align="left">andkov at uvic dot ca</td>
</tr>
<tr class="even">
<td align="left">Phone</td>
<td align="left">853-3861</td>
<td align="left">853-3862</td>
</tr>
</tbody>
</table>
<div id="schedule" class="section level3">
<h3>Schedule</h3>
<table>
<thead>
<tr class="header">
<th align="left">Meeting</th>
<th align="left">Week</th>
<th align="left">Class</th>
<th align="left">Topic</th>
<th align="left">Reading</th>
<th align="left">Assignment</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">05 Jan</td>
<td align="left">1</td>
<td align="left">1</td>
<td align="left">Overview</td>
<td align="left">AMA 1</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">08 Jan</td>
<td align="left"></td>
<td align="left">2</td>
<td align="left">Multivariate Methods History; <strong>Lab 1 : R Intro</strong></td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="odd">
<td align="left">12 Jan</td>
<td align="left">2</td>
<td align="left">3</td>
<td align="left">Matrix Algebra</td>
<td align="left">AMA 2</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">15 Jan</td>
<td align="left"></td>
<td align="left">4</td>
<td align="left"><strong>Lab 2 : matrix algebra: basic operations</strong></td>
<td align="left"></td>
<td align="left">HM1 Matrix Algebra <em>assigned</em></td>
</tr>
<tr class="odd">
<td align="left">19 Jan</td>
<td align="left">3</td>
<td align="left">5</td>
<td align="left">Review Univariate GLM</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">22 Jan</td>
<td align="left"></td>
<td align="left">6</td>
<td align="left"><strong>Lab 3 : Matrix Algebra to GLM</strong></td>
<td align="left"></td>
<td align="left">HM1 Matrix Algebra <strong>due Jan 23</strong></td>
</tr>
<tr class="odd">
<td align="left">26 Jan</td>
<td align="left">4</td>
<td align="left">7</td>
<td align="left">Eigenvalues & Eigenvectors</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">29 Jan</td>
<td align="left"></td>
<td align="left">8</td>
<td align="left"><strong>Lab 4 : Eigenvalues, decomposition, & inverses</strong></td>
<td align="left"></td>
<td align="left">HM2 Eigen & EDA <em>assigned</em></td>
</tr>
<tr class="odd">
<td align="left">02 Feb</td>
<td align="left">5</td>
<td align="left">9</td>
<td align="left">Missing data & data screening</td>
<td align="left">AMA 3, 12</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">05 Feb</td>
<td align="left"></td>
<td align="left">10</td>
<td align="left"><strong>Lab 5 : EDA & data prep</strong></td>
<td align="left"></td>
<td align="left">HM2 Eigen & EDA <strong>due Feb 6</strong></td>
</tr>
<tr class="odd">
<td align="left">09 Feb</td>
<td align="left">6</td>
<td align="left"></td>
<td align="left">Reading Week</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">13 Feb</td>
<td align="left"></td>
<td align="left"></td>
<td align="left">Reading Week</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="odd">
<td align="left">16 Feb</td>
<td align="left">7</td>
<td align="left">11</td>
<td align="left">Principal Components Analysis</td>
<td align="left">AMA 7</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">19 Jan</td>
<td align="left"></td>
<td align="left">12</td>
<td align="left">PCA/ Common Factor Models</td>
<td align="left">AMA 8</td>
<td align="left"></td>
</tr>
<tr class="odd">
<td align="left">23 Feb</td>
<td align="left">8</td>
<td align="left">13</td>
<td align="left">Common Factor Models (EFA)</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">26 Feb</td>
<td align="left"></td>
<td align="left">14</td>
<td align="left"><strong>Lab 6 : EFA</strong></td>
<td align="left"></td>
<td align="left">HM3 PCA & EFA <em>assigned</em></td>
</tr>
<tr class="odd">
<td align="left">02 Mar</td>
<td align="left">9</td>
<td align="left">15</td>
<td align="left">Confirmatory Factor Analysis</td>
<td align="left">AMA 9, SEM 4</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">05 Mar</td>
<td align="left"></td>
<td align="left">16</td>
<td align="left">CFA</td>
<td align="left"></td>
<td align="left">HM3 PCA & EFA <strong>due Mar 6</strong></td>
</tr>
<tr class="odd">
<td align="left">09 Mar</td>
<td align="left">10</td>
<td align="left">17</td>
<td align="left">Hypothesis Testing</td>
<td align="left">SEM 1</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">12 Mar</td>
<td align="left"></td>
<td align="left">18</td>
<td align="left"><strong>Lab 7 : CFA</strong></td>
<td align="left">SEM 2 (as needed)</td>
<td align="left">HM4 CFA <em>assigned</em></td>
</tr>
<tr class="odd">
<td align="left">16 Mar</td>
<td align="left">11</td>
<td align="left">19</td>
<td align="left">Path Analysis</td>
<td align="left">SEM 3</td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">19 Mar</td>
<td align="left"></td>
<td align="left">20</td>
<td align="left">Path Analysis / SEM</td>
<td align="left">SEM 5</td>
<td align="left">HM4 CFA <strong>due Mar 20</strong></td>
</tr>
<tr class="odd">
<td align="left">23 Mar</td>
<td align="left">12</td>
<td align="left">21</td>
<td align="left">SEM</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">26 Mar</td>
<td align="left"></td>
<td align="left">22</td>
<td align="left"><strong>Lab 8 : SEM</strong></td>
<td align="left"></td>
<td align="left">HM5 SEM <em>assigned</em></td>
</tr>
<tr class="odd">
<td align="left">30 Mar</td>
<td align="left">13</td>
<td align="left">23</td>
<td align="left">More SEM</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">02 Apr</td>
<td align="left"></td>
<td align="left">24</td>
<td align="left">Wrap Up</td>
<td align="left"></td>
<td align="left">HM5 SEM <strong>due Apr 2</strong></td>
</tr>
</tbody>
</table>
</div>
<div id="texts" class="section level3">
<h3>Texts</h3>
<ul>
<li><p><a href="http://fcc-statistics.wikispaces.com/file/view/An+Introduction+to+Applied+Multivariate+Analysis+By+Tenko+Raykov,+George+A.+Marcoulides.pdf">An Introduction to Applied Multivariate Analysis</a> (Raykov, T. & Marcoulides, G.A , 2008. New York, NY: Routledge)</p></li>
<li><p><a href="http://www.rmcs.buu.ac.th/drpoonpong/file/A_First_Course_in_Structural_Equation_Modeling__2nd_edition.pdf">A First Course in Structural Equation Modeling</a> (Raykov, T. & Marcoulides, G.A ,2006. Mahwah, NJ: Lawrence Erlbaum Associates, Inc.)</p></li>
</ul>
</div>
<div id="course-description" class="section level3">
<h3>Course Description</h3>
<p>This course will introduce you to a variety of multivariate techniques, primarily those with the goal of data reduction (principal components and factor analysis) and complex hypothesis testing (structural equation modeling).</p>
</div>
<div id="course-objectives" class="section level3">
<h3>Course Objectives</h3>
<p>Learning statistical methods is like learning a language. One course will improve your ability to read and understand other people’s work. Becoming comfortable with the methods will require your use of them with data meaningful to you. In this course we will work on understanding when, why and how to implement a particular analysis, as well as how to interpret the product of the analysis. Assignments are intended to help you become more comfortable with using syntax in statistical analysis software.</p>
</div>
<div id="evaluation" class="section level3">
<h3>Evaluation</h3>
<table>
<thead>
<tr class="header">
<th align="left">Evaluation Format</th>
<th align="left">Weight</th>
<th align="left">Due Date</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">Assignments</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">HM1</td>
<td align="left">10</td>
<td align="left">Jan 23</td>
</tr>
<tr class="odd">
<td align="left">HM2</td>
<td align="left">10</td>
<td align="left">Feb 6</td>
</tr>
<tr class="even">
<td align="left">HM3</td>
<td align="left">10</td>
<td align="left">Mar 6</td>
</tr>
<tr class="odd">
<td align="left">HM4</td>
<td align="left">10</td>
<td align="left">Mar 20</td>
</tr>
<tr class="even">
<td align="left">HM5</td>
<td align="left">10</td>
<td align="left">Apr 2</td>
</tr>
<tr class="odd">
<td align="left">Exams</td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="even">
<td align="left">Midterm</td>
<td align="left">25</td>
<td align="left">Feb 19</td>
</tr>
<tr class="odd">
<td align="left">Final</td>
<td align="left">25</td>
<td align="left">Apr 9</td>
</tr>
<tr class="even">
<td align="left"></td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr class="odd">
<td align="left">TOTAL</td>
<td align="left">100</td>
<td align="left"></td>
</tr>
</tbody>
</table>
<p><strong>Grades</strong> will be assigned according to the following scale:</p>
<table>
<thead>
<tr class="header">
<th align="left">Grade</th>
<th align="left">Lowest</th>
<th align="left">Highest</th>
<th align="left">Description</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="left">A+</td>
<td align="left">90</td>
<td align="left">100</td>
<td align="left">exceptional</td>
</tr>
<tr class="even">
<td align="left">A</td>
<td align="left">85</td>
<td align="left">89</td>
<td align="left">excellent</td>
</tr>
<tr class="odd">
<td align="left">A-</td>
<td align="left">80</td>
<td align="left">84</td>
<td align="left">strongly competent</td>
</tr>
<tr class="even">
<td align="left">B+</td>
<td align="left">77</td>
<td align="left">79</td>
<td align="left">competent</td>
</tr>
<tr class="odd">
<td align="left">B</td>
<td align="left">73</td>
<td align="left">76</td>
<td align="left">barely competent</td>
</tr>
<tr class="even">
<td align="left">B-</td>
<td align="left">70</td>
<td align="left">72</td>
<td align="left">incompetent</td>
</tr>
<tr class="odd">
<td align="left">C+</td>
<td align="left">65</td>
<td align="left">69</td>
<td align="left">incompetent</td>
</tr>
<tr class="even">
<td align="left">C</td>
<td align="left">60</td>
<td align="left">64</td>
<td align="left">incompetent</td>
</tr>
<tr class="odd">
<td align="left">D</td>
<td align="left">50</td>
<td align="left">59</td>
<td align="left">incompetent</td>
</tr>
<tr class="even">
<td align="left">F</td>
<td align="left">0</td>
<td align="left">49</td>
<td align="left">incompetent</td>
</tr>
</tbody>
</table>
</div>
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// manage active state of menu based on current page
$(document).ready(function () {
// active menu
href = window.location.pathname
href = href.substr(href.lastIndexOf('/') + 1)
$('a[href="' + href + '"]').parent().addClass('active');
// manage active menu header
if (href.startsWith('authoring_'))
$('a[href="' + 'authoring' + '"]').parent().addClass('active');
else if (href.endsWith('_format.html'))
$('a[href="' + 'formats' + '"]').parent().addClass('active');
else if (href.startsWith('developer_'))
$('a[href="' + 'developer' + '"]').parent().addClass('active');
});
</script>
<!-- disqus -->
<!-- Google Analytics -->
</script> <!-- Close javascript for older browsers -->
</div>
<script>
// add bootstrap table styles to pandoc tables
$(document).ready(function () {
$('tr.header').parent('thead').parent('table').addClass('table table-condensed');
});
</script>
</body>
</html>