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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, Hotellings T2 statistics and contribution plots. The course has a strong emphasis on biomedical applications.">
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<h1 id="name">
Biomedical Data Science
</h1>
<h2 id="code">
BMED-4480
</h2>
<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, Hotellings T2 statistics and contribution plots. The course has a strong emphasis on biomedical applications.
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4 credits
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Prereqs:
</div>
<div id="prereq-classes" class="rel-info-courses">
<a class="course-pill" href="ENGR-2600">ENGR-2600 Modeling & Analysis Uncertaint</a>
<div class="pr-and">and</div>
<div class="pr-or-con">
<div class="pr-or-title">
one of:
</div>
<div class="pr-or">
<a class="course-pill" href="MATH-2010">MATH-2010 Multivar Calc & Matrix Algebra</a>
<a class="course-pill" href="MATH-2011">MATH-2011 Multivariable Calculus</a>
</div>
</div>
<div class="pr-and">and</div>
<a class="course-pill" href="MATH-2012">MATH-2012 Matrix Algebra</a>
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<table id="years-table">
<thead>
<tr>
<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>
</tr>
</thead>
<tbody>
<tr>
<th class="year">2025</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202501&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 0/15
</span>
</div>
</td>
<td colspan="2" class="term summer unscheduled">
</td>
<td class="term fall unscheduled">
</td>
</tr>
<tr>
<th class="year">2024</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202401&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 5/15
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
</td>
</tr>
<tr>
<th class="year">2023</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202301&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</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">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202201&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</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">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202101&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</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">
</td>
</tr>
<tr>
<th class="year">2020</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202001&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 6/25
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
</td>
</tr>
<tr>
<th class="year">2019</th>
<td class="term spring offered">
<div class="view-container detail-view-container">
<span class="term-course-info">
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201901&subj_in=BMED&crse_in=4480&schd_in=">Biomedical Data Science (4c)</a>
</span>
<ul class="prof-list">
<li>Uwe Kruger</li>
</ul>
<span class="course-capacity">
Seats Taken: 9/25
</span>
</div>
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
</td>
</tr>
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<th class="year">2018</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<th class="year">2017</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<th class="year">2016</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2015</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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</tr>
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<th class="year">2014</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2013</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<th class="year">2012</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<th class="year">2011</th>
<td class="term spring not-offered">
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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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<th class="year">2010</th>
<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2009</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2008</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2007</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2006</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
</td>
<td class="term fall not-offered">
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<th class="year">2005</th>
<td class="term spring not-offered">
</td>
<td colspan="2" class="term summer not-offered">
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<td class="term fall not-offered">
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<th class="year">2004</th>
<td class="term spring not-offered">
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<th class="year">2003</th>
<td class="term spring not-offered">
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<th class="year">2002</th>
<td class="term spring not-offered">
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<th class="year">2001</th>
<td class="term spring not-offered">
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<th class="year">2000</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<th class="year">1999</th>
<td class="term spring not-offered">
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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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<th class="year">1998</th>
<td class="term spring unscheduled">
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