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Course Hero is not sponsored or endorsed by any college or university. Opportunity to work as part of a research project under faculty supervision. We're here to create a positive impact in the world. Behavioral economics is an effort to incorporate ideas from psychology into economic models of behavior. (45 Documents), CSE 517A - Machine Learning What explains the growth of the world economy since the Industrial Revolution? We look at the theories, we examine the facts (past and present), then we go back to the theories and reconsider their explanatory power. Development of Solow growth model, along with theories of endogenous growth and an examination of reasons for differences in growth rates across counties. EN: S. Advanced application of economic theory to policy problems. EN: S. In this course, an advanced undergraduate can assist a faculty member in the teaching of an undergraduate Economics class. With instructor permission, students may use any of the following for economics elective credit: Econ 501, Econ 502, Econ 503, Econ 504, Econ 511, Econ 513. Majors must complete Econ4011,Econ4021, and theEcon4011/Econ4021 prerequisite electives in residence during the fall and spring semesters. L11Econ4721 Advanced Topics in Modern Economic Growth. CSE517A at Washington University in St Louis | Piazza Washington University in St Louis (change school) Are you a professor? Prerequisites: Econ 4011, Econ 4021, and Econ 413. Development of noncooperative game theory, including strategic and extensive-form equilibria and Nash and sub-game perfect equilibria. Refer to the Undergraduate Bulletin or Math department website for policies pertaining to by-passing calculus courses. 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. The course provides an in-depth understanding of the role of the state and the impact of specific public policies designed to encourage development. Additionally, a minimum of 3 of the 4 economics electives must be drawn from the approved List of Financial Economics electives above. The other two economics electives must come from the following list: For Mathematics, the electives can come from the following list: Advising, Questions, and Further Considerations: By completing a specialized set of electives, majors (prime or second, including the joint majors) can earn the Certificate in Financial Economics. 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. Prerequisites: Econ 4011 and Econ 4021. The course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. See the appropriate Washington University Bulletin Archive. This course is a rigorous introduction to financial markets, financial institutions, and their purpose and functions in the economy. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Math 3200 Elementary to Intermediate Statistics and Data Analysis, Math 310 Foundations of Higher Mathematics, or Math 310W Foundations of Higher Mathematics with Writing. Prerequisites: Econ 1021 and Econ 4011. 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. A&S IQ: SSC DAT 120 and DAT 121 may be used to fulfill the requirement. In each major, students complete thecore courses in the respective fields, along with a set of electives that are complementary to both fields. "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. Students who by-pass Econ 1011 and/or Econ 1021 will need to complete additional elective coursework in Computer Science or in Economics. Natural Language Processing (NLP) CSE 517 Statistical Learning . Coursework in Spring 2017 CSE517A Machine Learning @ Washington University in St. Louis project1: Structural Risk Minimization for Email Spam Filter (Ridge Regression, Logistic Regression, Hinge Loss) project2: Nave Bayes and Perceptron for Gender Classifier project3: Kernel SVM for Spiral Data Classifier (Kernel Types: Linear / Polynomial / RBF) The global financial crisis of 2007-2009 was the most severe since the Great Depression. Sections 1 & 2 prerequisites: Econ 1011 & 1021 and Math 2200 or equivalent. Why is monopoly considered a bad thing? Prerequisites: The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Economics students with business interests typically complete at least one internship to obtain practical business experience, and it is possible to obtain academic credit for that internship. Assignments are revised to improve logical structure, clarity and style. Theories will be evaluated using historical data and detailed case studies. The final third addresses taxation. 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. certificate in data mining and machine learning. A&S IQ: SSC Please note: Requests for online registration are wait-listed. http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. This courseassumes that you have taken a first course on machine learning that covers theory and practice, (CSE 417T is a hard pre-requisite). Description: The field of machine learning is concerned with the question of how to construct computer programs that automatically improve with experience. Majors in an approved study abroad/study away program may receive transfer credit for the Econ 413 and two electives at the 300-level. The study of fundamental forms of market failure that provide the economic rationale for government action. Economics electives of particular relevance include (but are not limited to): Econ 413 may be taken from an approved study abroad program. Arts & Sciences students who declare this major must fulfill the distribution and all other requirements for an AB degree in addition to the specific requirements listed below. In this course, students will learn to take advantage of the profit-seeking motive of capitalism while also learning from the mistakes and unintended consequences capitalism has caused throughout history. 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. 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/ We will define and measure inequality using standard measures of economic well-being, such as income, wealth, and consumption of market goods, and we will also consider broader measures such as health outcomes. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. 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. This course covers advanced applications of Game Theory in economics. Emphasis is on hands-on implementation of the models covered in the course. Students who are prime in McKelvey (EN) may use ESE 326 for the "statistics" requirement of any of the majors, and no pre-approval is required. December 15 for spring-semester graduates. Economic function of the city and the role of the city in a national economy. Because each person's education is an investment in human capital that allows the individual to contribute to society in a productive way, education becomes a crucial determinant of an economy's ability to achieve high growth with high wages, low unemployment and strong social cohesion. *For statistics, Math 3200 or ESE 326 are the preferred choices. The course also explores monetary and fiscal policy under both fixed and floating exchange rates, macroeconomic policy coordination and optimum currency areas, international debt problems of developing countries, and their relation to stabilization program. In financial markets, trade is essentially "money now" for "money in the future." Exploration of the realities of economic life in the United States and how they correspond to the American Dream. L11Econ4011 Intermediate Microeconomic Theory. Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. L11Econ444 Innovation and Intellectual Property: Theory and Practice. Theory and policy applications of labor supply and labor demand; explanations of wage and income differentials; migration and immigration; discrimination; labor unions; unemployment. Both may be taken for major or minor credit, and both are elements of the Certificate in Financial Economics. We will move from a corporate finance perspective to understand the behavior of firms and financial institutions to a macroeconomic perspective to make this behavior in aggregate outcomes and policy responses. CSE/ESE 560M - Computer Systems Architecture I - Fall 2022 Administrative stuff . More information about the majors, the minors, the course offerings, and the honors program can be found in the Economics Undergraduate Guide, available on the department website and from the department. An analysis of selected urban problems, such as causes and effects of housing market segregation; decay and abandonment, landlord-tenant relations, crime, and urban transport systems. We will consider how these questions have been framed and answered at different points in time and in different cultures. In addition, Econ 493 or Math 233 must be taken prior to, or concurrently with, enrollment in Econ 4011. (203 Documents), CSE 247 - Data Structures and Algorithms Copyright 2004, 2005, 2006, 2007 WiMAX Forum "WiMAX Forum" and "WiMAX Forum CERTIFIED" are registered trademarks of the WiMAX Forum. Four advanced economics electives (12 units), at least two of which must have an Econ4011orEcon4021 prerequisite. Students should refer to the departments websites or consult with either. (41 Documents). A&S: FYS Required courses: Course List; . 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. Empirical examples are drawn from Asia, Latin America, and the African subcontinent. At least two electives must have Econ 4011 and/or Econ 4021 as a prerequisite. Topics include economic growth, poverty, corruption, and human capital accumulation, with an emphasis on education and health-related policies. We expect students to master the topics below, Supervised learning setup Training, testing, validation, generalization Training error, testing error, generalization error Loss functions for regression, classification Perceptron algorithm (analysis andimplementationin MATLAB/Python) Linear regression (least-squares model) Linear classification (logistic regression) Gradient descent Non-linear feature space transformation Cross-validation Bias-variance decomposition of the error Parametric vs non-parametric models Multi-class classification k-NN model (2-optimal,implementationin MATLAB/Python) KD-trees, Ball-trees Decision trees: training, pruning, and prediction (analysis andimplementationin MATLAB/Python) Bagging, random forests (analysis andimplementationin MATLAB/Python) Boosting, Adaboost (theoretical analysis andimplementationin MATLAB/Python) Support vector machines (primal and dual optimization, slack variables, kernel SVM) Neural networks (backpropagation algorithm). Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. It is an excellent course of study to pursue, whether students plan to enter the workforce after graduation or are considering graduate work in law, engineering or the social sciences. Its easy to start your application today. Prerequisites: senior standing and permission of the supervising faculty member. This course does not count for Economics major/minor elective credit. Basic theoretical concepts applied to analyze the changing structure and performance of the American economy from colonial times to the present. Text corpora (singular: text corpus) are large and structured sets of texts, which have been systematically collected. We then study the asset approach to exchange rates determination, exchange rate behavior in the short and in the long run, and the relationship of exchange rates with prices and output. (62 Documents), CSE 575 - Enterprise Data Strategy Note: This course does not count toward the major or minor in economics. Theories featuring the role of investment in physical and human capital, technology, coordination, financial markets, and environmental variables will be presented. This course assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. For a thorough introduction to economics, Econ 1021 also should be taken. This course investigates issues related to the development of the economics of third-world countries. Innovation figuring out better and cheaper ways of satisfying human desires is the key to improving our well-being. We apply these tools to study strategic situations in industrial organization, auctions, bargaining, voting, and signaling games. CSE 517A Machine Learning, Washington University in St. Louis, CSE 517A Machine Learning, Washington University in St. Louis 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). "Institution" "Site Name" "Site URL" "Department" "City" "State" "Zipcode" "Country" "Contact Name" "Contact Phone" "Contact Email" "Contact Name (alt)" "Contact . (53 Documents), CSE 240 - Logic and Discrete Mathematics Arch: SSC (In other words, a total of 5 economics electives are completed, rather than the 4 required for the major alone.). L11Econ477 Topics in Financial Economics. How come we have the impression that most useful inventions took place in the past three centuries? EN: S. This course will cover the logic underlying the economics and politics of public policies concerning issues such as international trade, monetary policy, fiscal policy, market reforms, pollution control, economic inequality and the welfare state more generally. - Attendance at the subsection is recommended, but not required. The Neoclassical Growth Model and its variants are used to study aggregate trends and aggregate effects of government policy. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second), and interested students should consult with Academic Coordinator Dorothy Petersen in the Department of Economics. Students whose primary major is in another college should consult with that colleges website. Yevgeniy Vorobeychik will use artificial intelligence to improve methods for game-theoretic analysis. Meet the people solving our biggest problems. Thorough training in intermediate theory requires both Econ 4011 and Econ 4021. Complete one additional economics elective drawn from the List of Financial Economics electives, above. We will examine the extent to which these are consistent with standard economic theory and how they may contradict it. This experience will help students understand how econometrics relates to other upper-level economics courses which focus on theoretical models for how the world operates. Econometrics provides a method of testing the validity of these economic models, and the term paper will improve students' writing skills, giving them a chance to write clearly and concisely about technical material. Time permitting, additional topics will be introduced. 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. 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. Local decision making; financing of local government expenditures. CSE247R is a separate, 1-credit course that 247 students may sign up for. The CSE program provides three majors in all, with numerous electives, allowing flexibility to explore your academic and career interests. Members of the Association for Computing Machinery (ACM) at WashU have worked hard to define who they are and share their passion for computer science. ", New faculty members during the past three years, Embedded & real-time systems (csrankings.org). Theoretical and empirical analysis of the presence and value of competitive forces in the United States economy. Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. The second important topic involves political economy and the supply side: the financing and provision of education. The structure and the role of banks have changed tremendously. The PDF will include content on the Courses tab only. Keep in mind that you will be placed on the waiting list until you pass the take-home placement exam. 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. Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. Key variables to be evaluated include physical capital investment, education and human capital investment, technological progress, robotization, international trade, and financial markets, among others. 2022 Washington University in St.Louis, Elementary to Intermediate Statistics and Data Analysis, Probability and Statistics for Engineering, Introduction to Econometrics with Writing, Calculus I (AP credit may satisfy this requirement), Calculus II (AP credit may satisfy this requirement), Foundations for Higher Mathematics with Writing, Introduction to Intelligent Agents Using Science Fiction, Rapid Prototype Development and Creative Programming, Object-Oriented Software Development Laboratory, Introduction to Machine Learning and Pattern Classification, Cloud Computing with Big Data Applications, Behavioral Economics and Experimental Economics, The Economics of Financial Intermediation, Introduction to Fourier Series and Integrals, Probability (if not completed as a required course), Three 3-unit economics electives drawn fromany, Economics electives of particular relevance include (but are not limited to). Students can enroll after their selection by a supervising faculty member, which occurs after an application (on the department website) is submitted and reviewed, perhaps in conjunction with an interview with the supervising faculty member. 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. ), Credit 3 units. Please refer to the attachment to answer this question. Expand the sections below to learn about the approved electives and the specific requirements, depending on the student's major. Please direct questions about 247R and requests regarding excused absences to them via the 247R Piazza board . Prerequisite: Econ 1011. Students must complete all three of the following to complete the major and the Certificate: 4 Economics electives, where both of the following must be satisfied: at least 2 (of the 4) electives must be drawn from the List of Financial Economics electives (above); and, at least 3 (of the 4) electives must be drawn from the approved list of Economics joint-major electives, 3 Mathematics electives drawn from the approved list of Mathematics joint-major electives. Course examines the relationship between environmental economics and environmental policy. Art: SSC This course can be repeated for P/F credit. CSE 517A 517a - Washington University in St Louis School: Washington University in St Louis * Documents (10) Q&A (1) Textbook Exercises 517a Documents All (10) Homework Help (5) Test Prep (1) Showing 1 to 10 of 10 Sort by: Most Popular 3 pages thw2 6 pages thw1 7 pages hw3.pdf 8 pages hw2.pdf 4 pages hw4.pdf 7 pages 01_lecturenote_SRM.pdf 7 pages With this background, we approach the debate about intellectual property, what it is and what it is not good for, whose interests it serves, and whose well-being it thwarts. Arch: SSC Catalog Description: Overview of modern approaches for natural language processing. The primary focus will be a critical examination of psychological theories of nonstandard preferences including loss aversion, probability weighting, reciprocity, fairness and present bias. 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. Art: SSC More information about the majors, the minors, the course offerings, and the honors program can be found in the Economics Undergraduate Guide, available on the department website and from the department. Students use both desktop systems and hand-held (Arduino-compatible) micro-controllers to design and implement solutions to problems. The goal of the course is to provide tools to analyze key elements of this crisis. A&S IQ: SSC Prerequisites: The prerequisite courses for Econ4011 are Econ1011 and Math132. Prerequisites: Econ 4011 and Econ 4021. Econ 4011: Intermediate Microeconomic Theory, Econ 4021: Intermediate Macroeconomic Theory, One economics elective having at least Econ 1011 and/or Econ 1021 as a prerequisite course. A minimum of 3 of the 5 economics electives must be drawn from the approved List of Financial Economics electives, above. *Math 493 is elective credit in the major if Math 3200 is completed to satisfy the core requirements. Exceptional spaces for discovery and creation McKelvey Hall, home to CSE, was designed with collaboration and innovation in mind. 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. Econometrics is the development and application of statistical techniques for the measurement of economic phenomena. Of particular importance are the roles of risk, uncertainty, and time in the allocation of resources. Prerequisite: Econ 1011. Three 3-unit computer science electives drawn from the list below: CSE 311A Introduction to Intelligent Agents Using Science Fiction, CSE 330S Rapid Prototype Development and Creative Programming, CSE 332S Object-Oriented Software Development Laboratory, CSE 341T Parallel and Sequential Algorithms, CSE 412A Introduction to Artificial Intelligence, CSE 417T Introduction to Machine Learning*, or ESE 417 Introduction to Machine Learning and Pattern Classification, CSE 425S Programming Systems and Languages, CSE 427S Cloud Computing with Big Data Applications, CSE 543T Algorithms for Nonlinear Optimization, ESE 417 (Introduction to Machine Learning and Pattern Classification)**. The prerequisite courses for Econ4021 are Econ1021 and Econ4011. It is possible to graduate with Latin Honors or with English honors. 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.