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BMED-4480: Biomedical Data Science
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<meta property="og:description" content="Introduction of multivariate statistical methods to model and analyze recorded data from physiological systems in biomedical engineering. Statistical approaches related to applied multivariate statistics, classification and regression. Associated linear methods include principal component analysis, Fisher discriminant analysis, partial least squares, canonical correlation analysis and their nonlinear counterparts. Descriptive tools include scatter diagrams, Hotelling's T2 statistics and contribution plots. The course has a strong emphasis on biomedical applications.">
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<h1 id="name">
Biomedical Data Science
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<h2 id="code">
BMED-4480
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<p>
Introduction of multivariate statistical methods to model and analyze recorded data from physiological systems in biomedical engineering. Statistical approaches related to applied multivariate statistics, classification and regression. Associated linear methods include principal component analysis, Fisher discriminant analysis, partial least squares, canonical correlation analysis and their nonlinear counterparts. Descriptive tools include scatter diagrams, Hotelling's T2 statistics and contribution plots. The course has a strong emphasis on biomedical applications.
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4 credits
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Cross-listed with:
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<a class="course-pill" href="BMED-6480">BMED-6480 Biomedical Data Science</a>
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Prereqs:
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<div id="prereq-classes" class="rel-info-courses">
<a class="course-pill" href="MATH-2010">MATH-2010 Multivariable Calculus and Matrix Algebra</a>
<div class="pr-and">and</div>
<a class="course-pill" href="ENGR-2600">ENGR-2600 Modeling and Analysis of Uncertainty</a>
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<th></th>
<th class="spring season-label">Spring</th>
<th class="summer season-label" colspan="2">Summer</th>
<th class="fall season-label">Fall</th>
</tr>
<tr>
<th colspan="2"></th>
<th class="summer2 midsum-label">(Session 1)</th>
<th class="summer3 midsum-label">(Session 2)</th>
<th></th>
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<tr>
<th class="year">2023</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
Biomedical Data Science (4c)
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 6/15
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
</td>
</tr>
<tr>
<th class="year">2022</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
Biomedical Data Science (4c)
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 7/15
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
</td>
</tr>
<tr>
<th class="year">2021</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
Biomedical Data Science (4c)
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 8/25
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<tr>
<th class="year">2020</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
Biomedical Data Science (4c)
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 6/25
</span>
</div>
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<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<tr>
<th class="year">2019</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
Biomedical Data Science (4c)
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 9/25
</span>
</div>
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<td colspan="2" class="term summer not-offered">
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