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380 lines
15 KiB
HTML
<html>
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<head>
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<title>
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ECON-4280 - Econometric Methods for Big Data
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</title>
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<meta property="og:title" content="ECON-4280 - Econometric Methods for Big Data">
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<meta property="og:description" content="Examine advanced econometric and statistical methods for the analysis of high-dimensional data, otherwise known as "Big Data." In this setting, detailed information for each unit of observation informs machine learning techniques such as classification and regression trees; random forests; penalized regressions; and boosted estimation. These prediction methods are then utilized to improve causal modeling, with applications in the study of healthcare demand and supply modeling, and behavior of consumers and businesses.">
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</head>
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<body class="search_plugin_added">
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<div id="qlog-header">
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<a id="qlog-wordmark" href="./"><svg><use href="./images/quatalogHWordmark.svg#QuatalogHWordmark"></use></svg></a>
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<input type="text" id="header-search" placeholder="Search..." onkeydown="prepSearch(this, event)">
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<div id="course-info-container">
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<h1 id="name">
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Econometric Methods for Big Data
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</h1>
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<h2 id="code">
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ECON-4280
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</h2>
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<p>
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Examine advanced econometric and statistical methods for the analysis of high-dimensional data, otherwise known as "Big Data." In this setting, detailed information for each unit of observation informs machine learning techniques such as classification and regression trees; random forests; penalized regressions; and boosted estimation. These prediction methods are then utilized to improve causal modeling, with applications in the study of healthcare demand and supply modeling, and behavior of consumers and businesses.
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</p>
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<div id="cattrs-container">
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<span id="credits-pill" class="attr-pill">
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4 credits
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</span>
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</div>
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<div id="prereq-container" class="rel-info-container">
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<div id="prereq-title" class="rel-info-title">
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Prereqs:
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<div id="prereq-classes" class="rel-info-courses">
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<div class="pr-or-con">
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<div class="pr-or-title">
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one of:
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</div>
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<div class="pr-or">
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<a class="course-pill" href="ECON-1200.html">ECON-1200 Introductory Economics</a>
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<a class="course-pill" href="IHSS-1200.html">IHSS-1200 Principles of Economics</a>
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</div>
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</div>
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<div class="pr-and">and</div>
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<div class="pr-or-con">
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<div class="pr-or-title">
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one of:
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</div>
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<div class="pr-or">
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<a class="course-pill" href="MATH-1010.html">MATH-1010 Calculus I</a>
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<a class="course-pill" href="MATH-1500.html">MATH-1500 Calculus for Architecture, Management, and HASS</a>
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</div>
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</div>
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<div class="pr-and">and</div>
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<div class="pr-or-con">
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<div class="pr-or-title">
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one of:
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</div>
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<div class="pr-or">
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<a class="course-pill" href="ENGR-2600.html">ENGR-2600 Modeling and Analysis of Uncertainty</a>
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<a class="course-pill" href="MGMT-2100.html">MGMT-2100 Statistical Methods</a>
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<a class="course-pill" href="MATP-4600.html">MATP-4600 Probability Theory and Applications</a>
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<a class="course-pill" href="PSYC-2310.html">PSYC-2310 Research Methods and Statistics I</a>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div id="past-container">
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<h2 id="past-title">
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Past Term Data
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</h2>
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<div id="yes-code" class="key-code">
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<span class="code-icon" id="yes-code-icon">
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<svg><use href="./icons.svg#circle-check"></use></svg>
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</span>
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Offered
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</div>
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<div id="no-code" class="key-code">
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<span class="code-icon" id="no-code-icon">
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<svg><use href="./icons.svg#circle-no"></use></svg>
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</span>
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Not Offered
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</div>
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<div id="diff-code" class="key-code">
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<span class="code-icon" id="diff-code-icon">
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<svg><use href="./icons.svg#circle-question"></use></svg>
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</span>
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Offered as Cross-Listing Only
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</div>
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<div id="nil-code" class="key-code">
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<span class="code-icon" id="nil-code-icon">
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<svg><use href="./icons.svg#circle-empty"></use></svg>
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</span>
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No Term Data
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</div>
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</div>
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<div id="control-panel">
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<label for="simple-view-input" id="simple-view-label" class="view-option-label">
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<span class="view-icon" id="simple-view-icon">
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<span class="view-icon-selected"><svg><use href="./icons.svg#circle-dot"></use></svg></span>
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<span class="view-icon-unselected"><svg><use href="./icons.svg#circle-empty"></use></svg></span>
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</span>
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Simple View
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</label>
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<label for="detail-view-input" id="detail-view-label" class="view-option-label">
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<span class="view-icon" id="detail-view-icon">
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<span class="view-icon-selected"><svg><use href="./icons.svg#circle-dot"></use></svg></span>
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<span class="view-icon-unselected"><svg><use href="./icons.svg#circle-empty"></use></svg></span>
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</span>
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Detailed View
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</label>
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</div>
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</div>
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<table>
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<thead>
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<tr>
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<th></th>
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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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</tr>
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<tr>
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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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</tr>
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</thead>
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<tbody>
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<tr>
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<th class="year">2023</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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 7/19
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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 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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 0/19
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</span>
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</div>
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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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Jason Ung Huh</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 9/19
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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 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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 12/19
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</span>
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</div>
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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 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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Jason Ung Huh</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 11/19
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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 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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 11/19
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</span>
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</div>
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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 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 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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 10/19
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</span>
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</div>
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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 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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Econometric Methods-big Data (4c)
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</span>
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<ul class="prof-list">
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<li>Huaming Peng</li>
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</ul>
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<span class="course-capacity">
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Seats Taken: 6/19
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</span>
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</div>
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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 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">2016</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">2015</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">2014</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">2013</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">2012</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">2011</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">2010</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">2009</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">2008</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">2007</th>
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<td class="term spring unscheduled">
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</td>
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<td colspan="2" class="term summer unscheduled">
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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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</tbody>
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</table>
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</div>
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</div>
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</body>
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