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CSCI-4240: Cryptography And Network Security II
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<meta property="og:description" content="Time series (TS) are found in a wide range of applications, including economics and finance, biomedical domains, etc. This course introduces the theory and practice of statistical TS analysis. We study how TS data are sampled and how to resample, which relates to the missing data problem. We also analyze TS data to identify deterministic and nondeterministic components, fitting a model to such data for prediction. Topics covered include stationary and non-stationary stochastic processes, autoregressive and moving average (ARMA) models, state-space models and the Kalman filter, forecasting and forecast evaluation, and an outline of spectral techniques. We also cover deep neural networks relevant to TS data, including RNN and LSTM. Course activities include programming and analytical assignments, a term project with a presentation, and exams.">
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<h1 id="name">
Cryptography And Network Security II
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<h2 id="code">
CSCI-4240
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<p>
Time series (TS) are found in a wide range of applications, including economics and finance, biomedical domains, etc. This course introduces the theory and practice of statistical TS analysis. We study how TS data are sampled and how to resample, which relates to the missing data problem. We also analyze TS data to identify deterministic and nondeterministic components, fitting a model to such data for prediction. Topics covered include stationary and non-stationary stochastic processes, autoregressive and moving average (ARMA) models, state-space models and the Kalman filter, forecasting and forecast evaluation, and an outline of spectral techniques. We also cover deep neural networks relevant to TS data, including RNN and LSTM. Course activities include programming and analytical assignments, a term project with a presentation, and exams.
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3 credits
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Cross-listed with:
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<a class="course-pill" href="CSCI-6240">CSCI-6240 Cryptography And Network Security II</a>
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Prereqs:
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one of:
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<a class="course-pill" href="CSCI-4230">CSCI-4230 Cryptography And Network Security I</a>
<a class="course-pill" href="ECSE-4670">ECSE-4670 Computer Comm Networks</a>
<a class="course-pill" href="CSCI-4210">CSCI-4210 Operating Systems</a>
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<table id="years-table">
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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>
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<th class="summer2 midsum-label">(Session 1)</th>
<th class="summer3 midsum-label">(Session 2)</th>
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<tr>
<th class="year">2025</th>
<td class="term spring not-offered">
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<td colspan="2" class="term summer not-offered">
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<th class="year">2024</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<tr>
<th class="year">2023</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">2022</th>
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<th class="year">2021</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<th class="year">2020</th>
<td class="term spring not-offered">
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<td class="term fall not-offered">
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<th class="year">2019</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">2018</th>
<td class="term spring not-offered">
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<th class="year">2017</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=201701&subj_in=CSCI&crse_in=4240&schd_in=">Cryptography And Network Security II (3c)</a>
</span>
<ul class="prof-list">
<li>Vasileios Zikas</li>
</ul>
<span class="course-capacity">
Seats Taken: 10/30
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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">2016</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=201601&subj_in=CSCI&crse_in=4240&schd_in=">Cryptography And Network Security II (3c)</a>
</span>
<ul class="prof-list">
<li>Vasileios Zikas</li>
</ul>
<span class="course-capacity">
Seats Taken: 7/30
</span>
</div>
</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 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=201501&subj_in=CSCI&crse_in=4240&schd_in=">Cryptography And Network Security II (3c)</a>
</span>
<ul class="prof-list">
<li>Bulent Yener</li>
</ul>
<span class="course-capacity">
Seats Taken: 8/30
</span>
</div>
</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">2014</th>
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<th class="year">2013</th>
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<th class="year">2012</th>
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<th class="year">2011</th>
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<th class="year">2010</th>
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<td class="term fall not-offered">
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<th class="year">2009</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">2008</th>
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<th class="year">2007</th>
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<th class="year">2006</th>
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<th class="year">2005</th>
<td class="term spring 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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<td colspan="2" class="term summer 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>
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<th class="year">2001</th>
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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>
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<th class="year">1998</th>
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