Prerequisites: Econ 4011 and Econ 413 or Econ 413W. The primary focus will be a critical examination of psychological theories of nonstandard preferences including loss aversion, probability weighting, reciprocity, fairness and present bias. Important components of this course are participation in in-class discussion and essays submitted on the practical issues discussed throughout the semester. We will cover numerical methods used in dynamic optimization. Prerequisites: 4011 and 4021. This course is a rigorous introduction to financial markets, financial institutions, and their purpose and functions in the economy. For a thorough introduction to economics, Econ 1021 also should be taken. This course is for first-year (non-transfer) students only.Same as I60 BEYOND 105, Credit 3 units. The course provides an in-depth understanding of the role of the state and the impact of specific public policies designed to encourage development. The Economics program explores the problems of a modern economy and introduces the methodological tools that economists use. The goal of the course is to provide tools to analyze key elements of this crisis. CSE247R is a separate, 1-credit course that 247 students may sign up for. Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. 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. Senior Honors: Students are invited during the second semester of their junior year to participate in the honors program during their senior year if they meet certain academic requirements. The PDF will include content on the Overview tab only. The Friday "A" subsection is an opportunity to get assistance with the STATA-based assignments, via a TA-led help session. EN: S, L11Econ1021 Introduction to Macroeconomics. 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. Applications to the current economic crisis will also be discussed. Description: The field of machine learning is concerned with the question of how to construct computer programs that automatically improve with experience. The PDF will include content on the Courses tab only. What explains the decline of manufacturing, and its growth in the early stages of development? In addition, Econ493 or Math233 must be taken prior to, or concurrently with, enrollment in Econ4011. 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. Topics to be covered include kernel methods (support vector machines, Gaussian processes), neural networks (deep learning), and unsupervised learning. decisions are made, we will evaluate these decisions for errors and especially for bias. The course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. 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 Consult with the Economics departments Academic Coordinator. 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/ Majors must complete Econ 4011, Econ 4021, and the Econ 4011/Econ 4021 prerequisite electives in residence during the fall and spring semesters. Students may not receive major credit for both ESE 417 and CSE 417T. Theories will be evaluated using historical data and detailed case studies. 2023 Washington University in St. Louis. Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. Theoretical and empirical analysis of the presence and value of competitive forces in the United States economy. You must have successfully completed Econ 4011, and should be acquainted with basic optimization theory, expected utility theory, risk aversion, discounting and basic game theory including dominance, Nash equilibrium and subgame perfection. A&S IQ: SSC, WI Arch: SSC The PDF will include content on the Faculty tab only. 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. 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. Majors must complete Econ4011,Econ4021, and theEcon4011/Econ4021 prerequisite electives in residence during the fall and spring semesters. The instructor for the course this semester is Michael Hall. Two to four topics will be chosen for in-depth discussion during the semester. 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. IMSE research. A&S IQ: SSC The study of economics contributes to a broad liberal arts education and helps students develop superior problem-solving skills. sites.wustl.edu/neumann/courses/spring-2016/cse-517/, http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. Economic function of the city and the role of the city in a national economy. (41 Documents). In addition, Econ 493 or Math 233 must be taken prior to, or concurrently with, enrollment in Econ 4011. http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. 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. Local decision making; financing of local government expenditures. 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. Refer to the Undergraduate Bulletin or Econ department website for policies pertaining to by-passing the introductory economics (Econ 1011, Econ 1021) courses. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. ", New faculty members during the past three years, Embedded & real-time systems (csrankings.org). 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). 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. (58 Documents), CSE 473 - Introduction to Computer Networks Below are the most recent majors/minors requirements. Substitution for economics courses and study abroad approval for economics courses will be determined by the Academic Coordinator in the Econ department. The exam will be sent to students on the waiting list one week before the second class, andit will be due on the second day of class. Substitutions for economics courses and study abroad approval will be determined by the Academic Coordinator in the Econ department. Graduate applicants: Attend an info session and skip the application fee, PhD in Computer Science or Computer Engineering, Graduate Certificate in Cybersecurity Engineering, Graduate Certificate in Data Mining & Machine Learning, Bachelor of Science in Business + Computer Science, Bachelor of Science in Computer Engineering, Bachelor of Science in Computer Science + Economics, Bachelor of Science in Computer Science + Math, Machine Learning & Artificial Intelligence, Faculty positions (Assistant/Associate/Full Professor), Energy, Environmental & Chemical Engineering, Mechanical Engineering & Materials Science. As SEAS students they are also required to complete the usual 18 units of distribution course work in Social Sciences and Humanities. Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. 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 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. Prerequisites: Econ 4011 and Econ 4021. Behavioral economics is an effort to incorporate ideas from psychology into economic models of behavior. 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. (In other words, a total of 4 economics electives are completed, rather than the 3 required for the major alone.). Note: This course does not count toward the major or minor in economics. Prerequisites: Econ 1011 and Math 2200. Multiple writing assignments that emphasize critical analysis of theoretical perspectives and readings applied to current macroeconomic topics. We look at the theories, we examine the facts (past and present), then we go back to the theories and reconsider their explanatory power. The course tries to address these questions. Catalog Description: Overview of modern approaches for natural language processing. A&S IQ: SSC This course is a broad introduction to machine learning, covering the foundations of supervised learning and important supervised learning algorithms. L11Econ4021 Intermediate Macroeconomic Theory. Our policy evaluation will focus on fiscal policy (taxes) and social security issues. Majors must complete 7 electives, with 3 in each discipline and one from either department. In addition to providing hands-on experience using Excel's advanced capabilities, the course is designed to serve as a bridge between introductory econometrics and practical work with real-world datasets. The Certificate in Financial Economics may be earned by anyone with a major (prime or second) in Economics, Economics & Computer Science, or Math & Economics. Emphasis on the consistency between empirical data and different concepts of the American Dream. Analytic theory of consumer and producer behavior under perfect and imperfect competition. | March 2, 2023 The global financial crisis of 2007-2009 was the most severe since the Great Depression. Prerequisite: Econ 4011. A sound grounding in economic theory is essential to the course. The PDF will include all information unique to this page. Art: SSC Refer to the Undergraduate Bulletin or Math department website for policies pertaining to by-passing calculus courses. 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. This course does not count for Economics major/minor elective credit. 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 PDF will include content on the Majors tab only. Prerequisites: Econ 1011 and Econ 1021. Credit 3 units. CSE 514A : Data Mining - Washington University in St Louis - Course Hero The major concern will be the rising cost of health care and appropriate public policy responses. We will also organize the class into research groups that will address specific economic policies issues. By constructing models of how arrest/prosecution/conviction/sentencing/etc. L11Econ4111 Optimization and Economic Theory. L11Econ477 Topics in Financial Economics. Tour McKelvey Hall Discovery through research 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. 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. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. Topics include expected utility, strategic-form and extensive-form games with perfect information, Bayesian games, infinitely repeated games, dominance, Nash equilibrium and its refinements. Students in Arts&Sciences, Olin or Sam Fox may declare a prime or a second major in Econ+CSE via L11 (Econ). CSE 517A Machine Learning, Washington University in St. Louis, CSE 517A Machine Learning, Washington University in St. Louis Empirical examples are drawn from Asia, Latin America, and the African subcontinent. The former is generally offered in the fall semester; the latter in the spring. For a thorough introduction to economics, Econ 1011 also should be taken. Expand the sections below to learn about the approved electives and the specific requirements, depending on the student's major. Washington University in St. Louis McKelvey School of Engineering MSC: 11802061015 1 Brookings Drive St. Louis, MO 63130-4899 Phone: 314-935-5548 Contact Us Resources COVID-19 Resources Basic theoretical concepts applied to analyze the changing structure and performance of the American economy from colonial times to the present. Prerequisite: Econ 4021. Credit 3 units. The code for this project ( project1) consists of several files, some of which you will need to read and understand in order to complete the assignment, and some of which you can ignore. "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. List of text corpora - Wikipedia Prerequisites: senior standing and permission of the supervising faculty member. 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. (This means students complete 8 math and econ electives, with a minimum of four electives drawn from economics.). Theory and policy applications of labor supply and labor demand; explanations of wage and income differentials; migration and immigration; discrimination; labor unions; unemployment. PDF Lecture 1: Structural Risk Minimization - Washington University In St *For statistics, Math 3200 or ESE 326 are the preferred choices. The general question we will address, using specific cases, is that of the role of markets and government in an economy. 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 assumes a basic understanding of machine learning and covers advanced topics at the frontier of the field in-depth. This course may not be used to satisfy major requirements. This course studies economic theories that explain the observed patterns of economic development across time and space. (43 Documents), CSE 417T - 417T The course will be held in the computer classroom so that students can obtain practical experience preparing data, managing workflow, and presenting results. Business fluctuations: inflation and recession; monetary and fiscal policy; economic development. A&S IQ: SSC, AN 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. The Neoclassical Growth Model and its variants are used to study aggregate trends and aggregate effects of government policy. Further information is available in the Majors section of this page. Substitutions for economics courses and study abroad approval will be determined by Academic Coordinator Dorothy Petersen in the Department of Economics. Added emphasis throughout the course will be placed on examples with applications in economics. to measure outputs including labor market success, graduation rates and standardized test scores. Section 3 prerequisites: Econ 4011 and Math 2200 or equivalent. The study of fundamental forms of market failure that provide the economic rationale for government action. Key variables to be evaluated include physical capital investment, education and human capital investment, technological progress, robotization, international trade, and financial markets, among others. Prerequisite: Econ 1011. Art: SSC My office hours are immediately after class to 8pm on MW (location is McKelvey 1037), and 12-1pm on Sat. The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. Math 131 Calculus I (AP credit may satisfy this requirement), Math 132 Calculus II (AP credit may satisfy this requirement), Math 3200 Elementary to Intermediate Statistics and Data Analysis*, or Math 3211 Statistics for Data Science I, or ESE 326 Probability and Statistics for Engineering, or DAT 120 & DAT 121 Managerial Statistics I and Managerial Statistics II, or Math 310 Foundations for Higher Mathematics. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). L11Econ4301 Understanding the Financial Crisis. L11Econ472 Topics in Growth and Development. Prerequisites: Econ 401 and 413. Graduate Teaching Assistant at University of Washington University of Washington The lifecycle model is used to examine questions involving decision-making over the lifecycle. Students who are prime in McKelvey (EN) may use ESE326 for the "statistics" requirement of any of the majors, and no pre-approval is required. Syllabi are provided to students to support their course planning; refer to the syllabus for constraints on use. Arch: SSC Majors may receive abroad transfer credit for Econ 413 and/or any economics elective; majors must complete 2 of the 3 economics electives in residence. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. The Major in Mathematics and Economics. Prerequisites: Econ 4011 and Econ 4021. 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). Prerequisite: Econ 4011. There are many theories of how economic policies work and considerable debate as to what can be done and what should be done. Currently, there are two courses in "Topics in Financial Economics": Asset Pricing and Investments. For the Econ+CSE major and the Math+Econ major, Math3200 is the preferred course choice. Bryan Coronel - Physics PLTL Leader - LinkedIn 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. Prerequisite: Econ 4011. CSE247: Data Structures and Algorithms - Washington University In St. Louis Prerequisites: Econ 4011, Econ 4021 and Econ 413. Majors will consult with the study abroad advisor in Engineering regarding transfer credit policies for computer science. (The course cannot be used for economics major/minor credit. Prerequisites: The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. In this course, we will use the theoretical and empirical tools of economics to study the criminal justice system. 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. CSE 546 Machine Learning for Big Data . This course explores the topics related to the level and structure of interest rates and of stock prices, portfolio choice, basic investment theory, and arbitrage pricing theory, among others. For the Econ+CSE major and the Math+Econ major, Math 3200 is the preferred course choice. Exploration of the realities of economic life in the United States and how they correspond to the American Dream. 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. Art: SSC L11Econ4011 Intermediate Microeconomic Theory. Policies. 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. Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. An additional approved substitution for the "statistics" requirement of the majors is DAT120 AND DAT121. nsf.gov CSE/ESE 560M - Computer Systems Architecture I - Fall 2022 Administrative stuff . By completing a specialized set of electives, majors can earn the "Certificate in Financial Economics." This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. 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). Majors and Minors in Economics | Department of Economics Intro to Computer Engineering Prerequisites: Econ 4011. Historical cross-country data, microdata, and specific case studies will be used to evaluate theories of the sources of inequality. economics@wustl.edu, Advising / Questions / Further Considerations. 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. CSE 517A Machine Learning, Washington University in St. Louis - GitHub - suziray/COURSE-517-machine-learning: CSE 517A Machine Learning, Washington University in St. Louis 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).

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