2023-02-10 05:09:16 +00:00
<!DOCTYPE html>
2023-02-10 04:02:50 +00:00
< html >
< head >
< title >
ECON-4280 - Econometric Methods for Big Data
< / title >
< meta property = "og:title" content = "ECON-4280 - Econometric Methods for Big Data" >
2023-02-10 17:08:49 +00:00
< 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." >
2023-02-10 04:31:43 +00:00
< link rel = "stylesheet" href = "../css/common.css" >
< link rel = "stylesheet" href = "../css/coursedisplay.css" >
2023-02-10 04:02:50 +00:00
< / head >
< body class = "search_plugin_added" >
< div id = "qlog-header" >
2023-02-10 05:09:16 +00:00
< a id = "qlog-wordmark" href = "../" > < svg > < use href = "../images/quatalogHWordmark.svg#QuatalogHWordmark" > < / use > < / svg > < / a >
2023-02-10 04:02:50 +00:00
< input type = "text" id = "header-search" placeholder = "Search..." onkeydown = "prepSearch(this, event)" >
< / div >
< div id = "cd-flex" >
< div id = "course-info-container" >
< h1 id = "name" >
Econometric Methods for Big Data
< / h1 >
< h2 id = "code" >
ECON-4280
< / h2 >
< p >
2023-02-10 17:08:49 +00:00
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.
2023-02-10 04:02:50 +00:00
< / p >
< div id = "cattrs-container" >
< span id = "credits-pill" class = "attr-pill" >
4 credits
< / span >
< / div >
< div id = "prereq-container" class = "rel-info-container" >
< div id = "prereq-title" class = "rel-info-title" >
Prereqs:
< / div >
< div id = "prereq-classes" class = "rel-info-courses" >
< div class = "pr-or-con" >
< div class = "pr-or-title" >
one of:
< / div >
< div class = "pr-or" >
< a class = "course-pill" href = "ECON-1200.html" > ECON-1200 Introductory Economics< / a >
< a class = "course-pill" href = "IHSS-1200.html" > IHSS-1200 Principles of Economics< / a >
< / div >
< / div >
< 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-1010.html" > MATH-1010 Calculus I< / a >
< a class = "course-pill" href = "MATH-1500.html" > MATH-1500 Calculus for Architecture, Management, and HASS< / a >
< / div >
< / div >
< 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 = "ENGR-2600.html" > ENGR-2600 Modeling and Analysis of Uncertainty< / a >
< a class = "course-pill" href = "MGMT-2100.html" > MGMT-2100 Statistical Methods< / a >
< a class = "course-pill" href = "MATP-4600.html" > MATP-4600 Probability Theory and Applications< / a >
< a class = "course-pill" href = "PSYC-2310.html" > PSYC-2310 Research Methods and Statistics I< / a >
< / div >
< / div >
< / div >
< / div >
< / div >
< div id = "past-container" >
2023-02-10 05:09:16 +00:00
< h1 id = "past-title" >
2023-02-10 04:02:50 +00:00
Past Term Data
< / h2 >
2023-02-10 04:31:43 +00:00
< input type = "radio" id = "simple-view-input" name = "view-select" value = "simple" checked = "checked" >
< input type = "radio" id = "detail-view-input" name = "view-select" value = "detailed" >
2023-02-10 04:02:50 +00:00
< div id = "opt-container" >
< div id = "key-panel" >
< div id = "yes-code" class = "key-code" >
< span class = "code-icon" id = "yes-code-icon" >
2023-02-10 05:09:16 +00:00
< svg > < use href = "../icons.svg#circle-check" > < / use > < / svg >
2023-02-10 04:02:50 +00:00
< / span >
Offered
< / div >
< div id = "no-code" class = "key-code" >
< span class = "code-icon" id = "no-code-icon" >
2023-02-10 05:09:16 +00:00
< svg > < use href = "../icons.svg#circle-no" > < / use > < / svg >
2023-02-10 04:02:50 +00:00
< / span >
Not Offered
< / div >
< div id = "diff-code" class = "key-code" >
< span class = "code-icon" id = "diff-code-icon" >
2023-02-10 05:09:16 +00:00
< svg > < use href = "../icons.svg#circle-question" > < / use > < / svg >
2023-02-10 04:02:50 +00:00
< / span >
Offered as Cross-Listing Only
< / div >
< div id = "nil-code" class = "key-code" >
< span class = "code-icon" id = "nil-code-icon" >
2023-02-10 05:09:16 +00:00
< svg > < use href = "../icons.svg#circle-empty" > < / use > < / svg >
2023-02-10 04:02:50 +00:00
< / span >
No Term Data
< / div >
< / div >
< div id = "control-panel" >
< label for = "simple-view-input" id = "simple-view-label" class = "view-option-label" >
< span class = "view-icon" id = "simple-view-icon" >
2023-02-10 05:09:16 +00:00
< span class = "view-icon-selected" > < svg > < use href = "../icons.svg#circle-dot" > < / use > < / svg > < / span >
< span class = "view-icon-unselected" > < svg > < use href = "../icons.svg#circle-empty" > < / use > < / svg > < / span >
2023-02-10 04:02:50 +00:00
< / span >
Simple View
< / label >
< label for = "detail-view-input" id = "detail-view-label" class = "view-option-label" >
< span class = "view-icon" id = "detail-view-icon" >
2023-02-10 05:09:16 +00:00
< span class = "view-icon-selected" > < svg > < use href = "../icons.svg#circle-dot" > < / use > < / svg > < / span >
< span class = "view-icon-unselected" > < svg > < use href = "../icons.svg#circle-empty" > < / use > < / svg > < / span >
2023-02-10 04:02:50 +00:00
< / span >
Detailed View
< / label >
< / div >
< / div >
< 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" > 2023< / th >
< td class = "term spring offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Huaming Peng< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 7/19
< / span >
< / div >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Huaming Peng< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 0/19
< / span >
< / div >
< / 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" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Jason Ung Huh< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 9/19
< / span >
< / div >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Huaming Peng< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 12/19
< / span >
< / div >
< / 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" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Jason Ung Huh< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 11/19
< / span >
< / div >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Huaming Peng< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 11/19
< / span >
< / div >
< / td >
< / tr >
< tr >
< th class = "year" > 2020< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Huaming Peng< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 10/19
< / span >
< / div >
< / td >
< / tr >
< tr >
< th class = "year" > 2019< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall offered" >
< div class = "view-container detail-view-container" >
< span class = "term-course-info" >
Econometric Methods-big Data (4c)
< / span >
< ul class = "prof-list" >
< li > Huaming Peng< / li >
< / ul >
< span class = "course-capacity" >
Seats Taken: 6/19
< / span >
< / div >
< / td >
< / tr >
< tr >
< th class = "year" > 2018< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< tr >
< th class = "year" > 2017< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< tr >
< 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" >
< / td >
< / tr >
< tr >
< 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" >
< / td >
< / tr >
< tr >
< 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" >
< / td >
< / tr >
< tr >
< th class = "year" > 2013< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< tr >
< th class = "year" > 2012< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< tr >
< th class = "year" > 2011< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< tr >
< th class = "year" > 2010< / th >
< td class = "term spring not-offered" >
< / td >
< td colspan = "2" class = "term summer not-offered" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< tr >
< 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" >
< / td >
< / tr >
< tr >
< 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" >
< / td >
< / tr >
< tr >
< th class = "year" > 2007< / th >
< td class = "term spring unscheduled" >
< / td >
< td colspan = "2" class = "term summer unscheduled" >
< / td >
< td class = "term fall not-offered" >
< / td >
< / tr >
< / tbody >
< / table >
< / div >
< / div >
< / body >
< / html >
