EN: S. Advanced application of economic theory to policy problems. This course provides a more in depth look into quantitative methods used in contemporary macroeconomic analysis. Possible topics include but are not limited to inequality (domestic and international); globalization (pros/cons); "big banks" and their role in financial crises; wars and national security; health and disease; and capitalism and socialism. EN: S, L11Econ208 First-Year Seminar: Economics and Society, Economics and Society is a first-year seminar open to interested students, without prerequisites of any kind. The principal focus will be the calculus of multivariate functions (including total and partial differentiation), unconstrained and constrained optimization of multivariate functions, and implicit and inverse function rules. Review and extension of macroeconomic models from Econ 4021 from a comparative perspective and use of these models to analyze current macroeconomic and policy issues. Prerequisites: Econ 1011 and Math 2200. Prerequisites: prior completion of, or concurrent enrollment in, Econ 413 (or equivalent). The primary focus will be a critical examination of psychological theories of nonstandard preferences including loss aversion, probability weighting, reciprocity, fairness and present bias. "Institution" "Site Name" "Site URL" "Department" "City" "State" "Zipcode" "Country" "Contact Name" "Contact Phone" "Contact Email" "Contact Name (alt)" "Contact . One economics elective having Econ 4011 as a prerequisite course. Syllabi are provided to students to support their course planning; refer to the syllabus for constraints on use. We're here to create a positive impact in the world. Students with a major in Math+Econ have two options through which the Certificate in Financial Economics may be earned. Majors interested in completing the Certificate in Financial Economics should complete the following declaration form. Econ 428:Capital Market Imperfections &Entrepreneurial Finance, Econ 4301: Understanding Financial Crises, Econ 437:The Economics of Financial Intermediation, Econ 477: Topics in Financial Economics: Asset Pricing, Econ 477:Topics in Financial Economics: Investments, FIN 340: Capital Markets & Financial Management (approved if the student is, An approved course from a study abroad/away program (approved by the Academic Coordinator). Topics include: translation of economic theory into statistical models, statistical foundations of econometrics, preregression analysis bivariate and multiple regression techniques, hypothesis testing, multicollinearity, specification error, autocorrelation, errors in variables, identification, and simultaneous estimation. Prerequisite: Econ 1011. cse 517 nat lang processing : 13167 a 4 mwf 830-920 cse2 g20 smith,noah a open 61/ 100 j cse 519 current research: restr 13168 a 1 t 330-420 cse2 g20 open 195/ 235 cr/nc >13169 b 1 tth 230-320 cse2 g20 0/ . CSE/ESE 560M - Computer Systems Architecture I - Fall 2022 Administrative stuff . This question was created from hw3.pdf. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. FL2023 E81 CSE 517A Machine Learning 3.0 Units Hide Description: This course assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Art: SSC Topics include economic growth, poverty, corruption, and human capital accumulation, with an emphasis on education and health-related policies. Prerequisite: Econ 4011. This courseassumes that you have taken a first course on machine learning that covers theory and practice, (CSE 417T is a hard pre-requisite). The three writing assignments and the final paper will provide students an opportunity to formulate an economic model, estimate the model with appropriate data, and interpret the results. L11Econ477 Topics in Financial Economics. For further details on policies and procedures, please refer to the "Undergraduate Guide," the department's website, or schedule a meeting with the department's Academic Coordinator. This course studies economic theories that explain the observed patterns of economic development across time and space. It emphasizes the development of analytical models and their application to important economic, social and political issues, such as inflation, unemployment, taxation, inequality, poverty, pollution, government decision-making and regulation. same instructor, same class time, etc), but is simply being offered to students through another department for purposes of registering under a different department and course number. *Of these options, Math 3200 is the preferred course. Prerequisite: Econ 4011; Econ 4021 recommended, but not required. Arch: SSC Arch: SSC The course tries to address these questions. (58 Documents), CSE 473 - Introduction to Computer Networks Prerequisites: Econ 1011 and Econ 1021. Credit 3 units. Consult with the Economics departments Academic Coordinator. Credit 3 units. The approach is to apply the economic theory and concepts to political actors and behavior. University of Washington - Paul G. Allen School of Computer Science & Engineering, Box 352350 Seattle, WA 98195-2350 (206) 543-1695 voice, (206) 543-2969 FAX, UW Privacy Policy and UW Site Use Agreement. 4 Table 2: Loss Functions With Regression, yR Loss l(f w(x i);y i) Comments Squared Loss: (f w(x i)y i) 2 most popular regression loss function w will be related to the mean observations in D2 ADVANTAGE: di erentiable everywhere DISADVANTAGE: tries to accommodate every sample Meet the people solving our biggest problems. Even those familiar with the basic functioning of Excel may be surprised to learn how little of its full capability most users access. Course Hero is not sponsored or endorsed by any college or university. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Students whose primary major is in another college should consult with that colleges website. Prerequisites: Econ 4011 and Math 2200. Business cycle facts and consideration of alternative explanations for business cycle phenomena. More information about the Certificate in Financial Economics can be found on the department website. The class will include an introduction to experimental methods in economics, including hands-on experience in the MISSEL laboratory. Gaetano Antinolfi Professor Weidenbaum Center Research Fellow PhD, Cornell University Macroeconomics; monetary and international economics, Yongseok Shin Douglass C. North Distinguished Professor of Economics PhD, Stanford University Macroeconomics; economic growth, Costas Azariadis Edward Mallinckrodt Distinguished Professor in Arts & Sciences Weidenbaum Center Research Fellow PhD, Carnegie Mellon University Macroeconomic dynamics; economic development; monetary and fiscal policy, Michele Boldrin Joseph Gibson Hoyt Distinguished Professor in Arts & Sciences Graduate Admissions Officer PhD, University of Rochester Economic theory; economic growth; macroeconomics, Francisco (Paco) Buera Sam B. Cook Professor of Economics PhD, University of Chicago Macroeconomics; macroeconomic development, Steven Fazzari Director of the Weidenbaum Center on the Economy, Government, and Public Policy Bert A. and Jeanette L. Lynch Distinguished Professor of Economics PhD, Stanford University Macroeconomics; Keynesian economics; investment and finance, George-Levi Gayle John H. Biggs Distinguished Professorship in Economics PhD, University of Pittsburgh Econometric theory; contract theory; labor economics; personnel economics; corporate governance, Limor Golan Laurence H. Meyer Professor of Economics PhD, University of WisconsinMadison Labor economics; applied microeconomics; applied econometrics, Rodolfo Manuelli James S. McDonnell Distinguished University Professor PhD, University of Minnesota Economic growth and development economics; macro and monetary economics, Bruce Petersen Director of Undergraduate Studies Bert & Jeanette Lynch Distinguished Professor of Economics Weidenbaum Center Research Fellow PhD, Harvard University Financial economics; applied microeconomics, Werner Ploberger Thomas H. Eliot Distinguished Professor in Arts & Sciences PhD, Vienna University of Technology Statistics; econometric methodology; time-series econometrics, Robert Pollak Hernreich Distinguished Professor of Economics PhD, Massachusetts Institute of Technology Environmental economics; microeconomics/industrial organization; business and government; political economy, Ping Wang Seigle Family Professor NBER Research Associate PhD, University of Rochester Growth/development; money/macro; economic theory; spatial/health economics, Marcus Berliant Director of Graduate Studies PhD, University of California, Berkeley Public finance; mathematical economics; urban economics, John Nachbar PhD, Harvard University Economic theory, Brian Rogers PhD, California Institute of Technology Microeconomic theory, in particular, the fields of network formation, social learning, and applied game theory, Jonathan Weinstein PhD, Massachusetts Institute of Technology Microeconomic theory, game theory, Gaurab Aryal PhD, Pennsylvania State University Industrial organization; empirical industrial organization, Sukkoo Kim PhD, University of California, Los Angeles Economic history; urban and regional economics; trade and development, Ana Babus PhD, Erasmus University Rotterdam Microeconomic theory; finance, Ian Fillmore PhD, University of Chicago Intersection of industrial organization, labor economics, and econometrics; economics of education and education markets, Sanghmitra Gautam PhD, University College London Development economics; applied microeconometrics; public economics, Andrew Jordan PhD, University of Chicago Labor markets, discrimination, and criminal justice, SangMok Lee PhD, California Institute of Technology Microeconomics, Sudeshna Bandyopadhyay PhD, University of Maryland, Grace J. Yan Johnson PhD, Oklahoma State University, Mariagiovanna Baccara PhD, Princeton University, Scott A. Baker JD, University of Chicago PhD, University of North Carolina at Chapel Hill, Leonard Green PhD, State University of New York, Oksana Leukhina PhD, University of Minnesota, Glenn MacDonald PhD, University of Rochester, Fernando Martin PhD, University of Pennsylvania, Alexander Monge-Naranjo PhD, University of Chicago, Camillo Padoa-Schioppa PhD, Massachusetts Institute of Technology, Paulia Restrepo-Echavarria PhD, University of California, Los Angeles, Juan Sanchez PhD, University of Rochester, Guillaume Vandenbroucke PhD, University of Rochester, David Levine John H. Biggs Distinguished Professor Emeritus PhD, Massachusetts Institute of Technology, Major in Economics|Major in Economics and Computer Science | Major in Mathematics and Economics | Certificate in Financial Economics | Additional Information. Yana Malysheva, pursuing a PhD in Computer Science, "I worked at Google forsixyears as asitereliabilityengineer,softwareengineer, internal startupco-founder, plus a couple of short rotations as a CS instructor. This course is for first-year (non-transfer) students only.Same as I60 BEYOND 105, Credit 3 units. This course may not be used to satisfy major requirements. *Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. Students pursuing this joint major through the McKelvey School of Engineering or through Arts & Sciences must do the following, in addition to the major requirements: Complete one additional economics elective. Consult with the Economics departments Academic Coordinator. December 15 for spring-semester graduates. Our faculty, which is made up of leading teacher-scholars, includes specialists in game theory, microeconomics, macroeconomics, industrial organization, monetary economics, financial economics, and public finance. Prerequisites: Econ 1011 and Econ 1021. 2023 Washington University in St. Louis. The College of Arts & Sciences and the McKelvey School of Engineering have developed a major that allows students interested in both economics and computer science to combine these two complementary disciplines efficiently, without having to pursue them as two separate majors. A&S IQ: SSC, AN In this course, we study the driving forces of inequality across countries, across time, and across individuals within a country. Substitution for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. Time permitting, a third topic will be the problem of designing and regulating market "platforms," such as the e-commerce markets run by eBay, Amazon, and Craigslist, and applications marketplaces run by Apple, Google, etc., as well as the electronic financial trading platforms run by the NYSE. Prerequisite: Econ 1011. IMSE leverages the full potential of interdisciplinary materials research by bringing together researchers from engineering, physics, chemistry, earth and planetary sciences and the medical school. In addition, Econ493orMath233 must be taken prior to, or concurrently with, enrollment in Econ4011. McKelvey students may declare a prime major via E81 (Computer Science) or a second major via L11 (Econ). Prerequisites: CSE 247,CSE 417T, ESE 326, Math 233,Math 309, and experiencewith Python (NumPy/Scipy). This course assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. Washington University in St. Louis Women's Building, Suite 10 One Brookings Drive, MSC 1143-0156-0B . Please note: Requests for online registration will be wait listed, and students will be enrolled according to Economics major/minor status and student level (e.g., priority to Level 8 Econ majors). Please direct questions about 247R and requests regarding excused absences to them via the 247R Piazza board . The general question we will address, using specific cases, is that of the role of markets and government in an economy. Prerequisites: Econ 4011 and Econ 4021. Coincident with the evolution of financial institutions was the development of the asymmetric information model. The course provides an in-depth understanding of the role of the state and the impact of specific public policies designed to encourage development. (In other words, a total of 5 economics electives are completed, rather than the 4 required for the major alone.). An additional approved substitution for the "statistics" requirement of the majors is DAT120 AND DAT121. Students may declare a prime or a second major in Math+Econ via L24 (math) or L11 (econ), and that will determine your major advisor. Prerequisite: Econ 4021. Credit 3 units. Opportunity to work as part of a research project under faculty supervision. *Of these options, Math3200 is the preferred course. Theories of industrial organization and development of criteria for performance of noncompetitive industries. Why is monopoly considered a bad thing? It is possible to graduate with Latin Honors or with "English" honors. In addition, Econ 493 or Math 233 must be taken prior to, or concurrently with, enrollment in Econ 4011. L11Econ413W Introduction to Econometrics with Writing. At what level does an interest rate become usury? L11Econ4301 Understanding the Financial Crisis. Prerequisites: The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Rather than focusing on the whole history of economic thinking, we will focus on practical issues, including questions such as the following: What determines the wage of labor? A&S IQ: SSC, WI Copyright 2004, 2005, 2006, 2007 WiMAX Forum "WiMAX Forum" and "WiMAX Forum CERTIFIED" are registered trademarks of the WiMAX Forum. It is not patient saving and accumulation that makes us so much better off than we used to be: capital accumulation is only the conduit through which the innovation juices flow. The upper-level units (300- and 400-level courses) required for the major must be independent of other majors or minors (i.e., upper-level coursework required for a major may not be double-counted for another major or a minor in Arts & Sciences). Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Substitution for economics courses and study abroad approval for economics courses will be determined by the Academic Coordinator in the Econ department. The Neoclassical Growth Model and its variants are used to study aggregate trends and aggregate effects of government policy. Four advanced economics electives (12 units), at least two of which must have an Econ4011orEcon4021 prerequisite. Topics include the measurement and evaluation of tax burdens, the federal personal income tax, tax evasion and proposals for fundamental tax reform. Are you sure you want to create this branch? The purpose of this course is to introduce students to some of the theories and doctrines that constitute the main paradigms from which economists and policy makers approach the world. Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. Prerequisite: Econ 1011. certificate in data mining and machine learning. Access study documents, get answers to your study questions, and connect with real tutors for CSE 514A : Data Mining at Washington University In St Louis. Art: SSC "I worked at Google forsixyears as asitereliabilityengineer,softwareengineer, internal startupco-founder, plus a couple of short rotations as a CS instructor. CSE 517A -MACHINE LEARNING Spring 2018 Marion Neumann COURSE OVERVIEW & STRUCTURE ABOUT Marion Neumann email: m dot neumannat wustldot edu office: Jolley Hall 222 office hours: TUE11:30-12:30pm Lectures: TUE & THU 10-11:30pm inHillman 70 Course website: https://sites.wustl.edu /neumann/courses/cse517a/sp18/ Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. The objective of this course is to study how to design mechanisms to allocate scarce resources and how to create successful marketplaces. Prerequisites: Econ 4011 and Math 309 or permission of the instructor. Interdisciplinary perspectives from economics, sociology and other areas of social inquiry. This course addresses three essential topics from the wide-ranging field of the economics of education. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. By constructing models of how arrest/prosecution/conviction/sentencing/etc. Course information and content will be available on Canvas, Spring 2021, Spring 2020 (jointly with Marion Neumann). I was picking universities based specifically on the CSeducation research groups,and Dr. Kelleher'sworkseemed like the most interesting andthemost similar to the type of thing I wanted to do. A&S IQ: SSC It is possible to graduate with Latin Honors or with English honors. Economics majors and minors must take this course (or Math 233) prior to, or concurrently with, Econ 4011. Credit 1 unit. A&S IQ: SSC It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. Math 3200 Elementary to Intermediate Statistics and Data Analysis, Math 310 Foundations of Higher Mathematics, or Math 310W Foundations of Higher Mathematics with Writing. L11Econ472 Topics in Growth and Development. Thorough training in intermediate theory requires both Econ 4011 and Econ 4021. For example, an AFAS major should register for the course "Africa: Peoples and Cultures" under its Ident number, L90 306B, whereas an Anthropology major should register for the same course under its Home number, L48 306B. Exploration of the realities of economic life in the United States and how they correspond to the American Dream. Theories featuring the role of investment in physical and human capital, technology, coordination, financial markets, and environmental variables will be presented. Depending on developments in the field, the course will also cover some advanced topics, which may include learning from structured data, active learning, and practical machine learning (feature selection, dimensionality reduction). The second third addresses particular public policies, with a focus on their intended and unintended consequences and their costs. You can follow the requirements below or the requirements that were available when you entered Wash U. Majors must complete Econ4011,Econ4021, and theEcon4011/Econ4021 prerequisite electives in residence during the fall and spring semesters. Topics include recession and recovery; long-term growth; saving and social security; investment; and monetary policy. Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. Enrollment limited to 15 students with priority given to senior economics majors. The economics of information literature is also used to explain the evolution of financial institutions and markets, and to understand the consequences of that evolution for economic outcomes (such as economic development and financial crises) and for monetary policy choices (such as central bank interventions, regulations and changes in the payments system). The separation between financial asset trading activity and traditional commercial bank activity that was typical of the financial system in the period after the World War II also disappeared. Prerequisite: Econ 4011. Prerequisite: Econ 1011. Students enrolled in this program from the School of Engineering will earn an Applied Sciences degree, and will be required to satisfy the following, in addition to the major requirements: 8 units of Natural Science and Technical Writing. Economic function of the city and the role of the city in a national economy. A Home course is a course that is created, maintained and owned by one academic department (aka the Home department). Emphasis is on hands-on implementation of the models covered in the course. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. Majors will consult with the study abroad advisor in Engineering regarding transfer credit policies for computer science. Theoretical and empirical analysis of the presence and value of competitive forces in the United States economy. L11Econ1011 Introduction to Microeconomics. The study of fundamental forms of market failure that provide the economic rationale for government action. EN: S. Introduction to econometrics as it is applied in microeconomics. We look at the theories, we examine the facts (past and present), then we go back to the theories and reconsider their explanatory power. Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. A&S IQ: SSC A minimum of 3 of the total economics electives completed for the major-plus-Certificate must be drawn from the approved List of Financial Economics electives, above. For a thorough introduction to economics, Econ 1011 also should be taken. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. Financial economics is a field of economics in which economicprinciples are applied to the study of financial markets, corporations, banks, and monetary and central bank policies. The course introduces students to the field of political economy. Bold entrepreneurial spirit and skills learned in this course will guide students in their further studies at Washington University and beyond. Refer to the departments websites or consult with either Prof. Blake Thornton (mathematics; Substitutions for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. How to submit: You can commit your code through the command line with git and submit on Gradescope either in a zip file or through Github. Substitutions for economics courses and study abroad approval will be determined by the Academic Coordinator in the Econ department. Multiple writing assignments that emphasize critical analysis of theoretical perspectives and readings applied to current macroeconomic topics. This course can be repeated for P/F credit. This class counts towardsthecertificate in data mining and machine learningasrequired course. The seminar seeks to spread economic literacy among tomorrow's opinion leaders, improve their ability to analyze social issues, help them explain their viewpoint to others, and understand different opinions. This course highlights important empirical facts concerning growth and development in various countries at different development stages. Visit online course listings to view semester offerings for L11 Econ. A minimum of 3 of the 5 economics electives must be drawn from the approved List of Financial Economics electives, above. Substitutions for computer science courses and study abroad (or away) approval will be determined by the McKelvey School of Engineering. (203 Documents), CSE 247 - Data Structures and Algorithms Analysis of consumer demand for health care, medical technology, and the role of health insurance. Topics include language models, text, classification, tagging, parsing, machine translation, semantic, and discourse analysis.