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612 lines
26 KiB
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ECSE-6520: Detection and Estimation Theory
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<meta property="og:title" content="ECSE-6520: Detection and Estimation Theory">
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<meta property="og:description" content="Classical statistical decision theory, decision criteria, binary and composite hypothesis tests. Statistical models of signals and noise. Detection of known signals in Gaussian noise. Receiver operating characteristics and error probability. Applications to radar and communications. Detection of signals with unknown or random parameters, detection of stochastic signals, nonparametric detection techniques. Statistical estimation theory, performance measures. Cramer-Rao bounds, estimation of unknown signal parameters, optimum demodulation, signal design.">
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<h1 id="name">
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Detection and Estimation Theory
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</h1>
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<h2 id="code">
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ECSE-6520
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</h2>
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<p>
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Classical statistical decision theory, decision criteria, binary and composite hypothesis tests. Statistical models of signals and noise. Detection of known signals in Gaussian noise. Receiver operating characteristics and error probability. Applications to radar and communications. Detection of signals with unknown or random parameters, detection of stochastic signals, nonparametric detection techniques. Statistical estimation theory, performance measures. Cramer-Rao bounds, estimation of unknown signal parameters, optimum demodulation, signal design.
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3 credits
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Prereqs:
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none
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Past Term Data
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Detailed View
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<th class="spring season-label">Spring</th>
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<th class="summer season-label" colspan="2">Summer</th>
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<th class="fall season-label">Fall</th>
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<th colspan="2"></th>
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<th class="summer2 midsum-label">(Session 1)</th>
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<th class="summer3 midsum-label">(Session 2)</th>
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<th></th>
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</thead>
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<tbody>
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<tr>
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<th class="year">2024</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202401&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 7/20
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer unscheduled">
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<td class="term fall unscheduled">
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<th class="year">2023</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2022</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202201&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 14/20
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2021</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2020</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=202001&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 10/16
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2019</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2018</th>
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<td class="term spring not-offered">
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2017</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201701&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 3/36
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2016</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201601&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>John W Woods</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 4/36
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2015</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201501&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 4/36
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2014</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201401&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 4/40
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2013</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201301&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 4/30
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2012</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201201&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
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<ul class="prof-list">
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<li>Birsen Yazici</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 3/30
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2011</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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|
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201101&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
|
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<ul class="prof-list">
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|
<li>Kenneth S Vastola</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 6/30
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2010</th>
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<td class="term spring offered">
|
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<div class="view-container detail-view-container">
|
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<span class="term-course-info">
|
|
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=201001&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Birsen Yazici</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 10/30
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</span>
|
|
</div>
|
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2009</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
|
|
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=200901&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Birsen Yazici</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 9/30
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</span>
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</div>
|
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2008</th>
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<td class="term spring offered">
|
|
<div class="view-container detail-view-container">
|
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<span class="term-course-info">
|
|
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=200801&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
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</span>
|
|
<ul class="prof-list">
|
|
<li>Birsen Yazici</li>
|
|
</ul>
|
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<span class="course-capacity">
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Seats Taken: 8/20
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2007</th>
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<td class="term spring offered">
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<div class="view-container detail-view-container">
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<span class="term-course-info">
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<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=200701&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
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</span>
|
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<ul class="prof-list">
|
|
<li>Kenneth S Vastola</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 11/20
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</span>
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</div>
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</td>
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<td colspan="2" class="term summer not-offered">
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</td>
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<td class="term fall not-offered">
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</td>
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</tr>
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<tr>
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<th class="year">2006</th>
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<td class="term spring offered">
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|
<div class="view-container detail-view-container">
|
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<span class="term-course-info">
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|
<a href="https://sis.rpi.edu/rss/bwckctlg.p_disp_listcrse?term_in=200601&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Kenneth S Vastola</li>
|
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</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 8/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2005</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=200501&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Alejandra Mercado</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 13/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2004</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=200401&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Alejandra Mercado</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 15/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2003</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=200301&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Kenneth S Vastola</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 6/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2002</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=200201&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Alejandra Mercado</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 15/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2001</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=200101&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>Frederick Wilson Wheeler</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 3/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">2000</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=200001&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>John E Hershey</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 12/30
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">1999</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=199901&subj_in=ECSE&crse_in=6520&schd_in=">Detection & Est Theory (3c)</a>
|
|
</span>
|
|
<ul class="prof-list">
|
|
<li>James W Modestino</li>
|
|
</ul>
|
|
<span class="course-capacity">
|
|
Seats Taken: 8/20
|
|
</span>
|
|
</div>
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
<tr>
|
|
<th class="year">1998</th>
|
|
<td class="term spring unscheduled">
|
|
</td>
|
|
<td colspan="2" class="term summer not-offered">
|
|
</td>
|
|
<td class="term fall not-offered">
|
|
</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
</div>
|
|
</div>
|
|
</body>
|
|
</html>
|