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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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Econometric Methods for Big Data
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ECON-4280
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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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4 credits
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Prereqs:
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one of:
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< a class = "course-pill" href = "ECON-1200" > ECON-1200 Introductory Economics< / a >
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< a class = "course-pill" href = "IHSS-1200" > IHSS-1200 Principles of Economics< / a >
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< a class = "course-pill" href = "MATH-1010" > MATH-1010 Calculus I< / a >
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< a class = "course-pill" href = "ENGR-2600" > ENGR-2600 Modeling and Analysis of Uncertainty< / a >
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< a class = "course-pill" href = "MGMT-2100" > MGMT-2100 Statistical Methods< / a >
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< a class = "course-pill" href = "MATP-4600" > MATP-4600 Probability Theory and Applications< / a >
< a class = "course-pill" href = "PSYC-2310" > PSYC-2310 Research Methods and Statistics I< / a >
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Past Term Data
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Econometric Methods-big Data (4c)
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Econometric Methods-big Data (4c)
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Seats Taken: 3/19
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Econometric Methods-big Data (4c)
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Seats Taken: 9/19
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Econometric Methods-big Data (4c)
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Econometric Methods-big Data (4c)
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Econometric Methods-big Data (4c)
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< li > Huaming Peng< / li >
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Seats Taken: 6/19
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