cse 517 wustl cse 517 wustl

Theories will be evaluated using historical data and detailed case studies. May be repeated for credit. The instructor for the course this semester is Michael Hall. Arch: SSC In practice, we will apply these methods to solve two major models used in macroeconomic analysis, using both Excel and Matlab. 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 course will be held in the computer classroom so that students can obtain practical experience preparing data, managing workflow, and presenting results. EN: S, L11Econ4941 Economic Analysis with Excel. The PDF will include content on the Faculty tab only. At what level does an interest rate become usury? 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. Art: SSC (In other words, a total of 4 economics electives are completed, rather than the 3 required for the major alone.). Art: SSC CSEP 517: Natural Language Processing University of Washington Spring 2017 Natural language processing (NLP) seeks to endow computers with the ability to intelligently process human language. L11Econ1011 Introduction to Microeconomics. Prerequisites: Econ 1011 and Econ 1021. Majors will consult with the study abroad advisor in Engineering regarding transfer credit policies for computer science. 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 Complete one additional economics elective drawn from the List of Financial Economics electives, above. 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 This course is a student's initial study of econometric theory and practice. "Signals, Data & Equity challenges students to analyze commonly used technologies and systems in order to highlight bias found within them. Arch: SSC 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. Art: SSC Majors must complete 4 economics electives at the 300- or 400-level. The award is considered the most prestigious in the real-time systems field. Business cycle facts and consideration of alternative explanations for business cycle phenomena. L11Econ484 Computational Macroeconomics. This course does not count for Economics major/minor elective credit. In addition, Econ493 or Math233 must be taken prior to, or concurrently with, enrollment in Econ4011. Basic theoretical concepts applied to analyze the changing structure and performance of the American economy from colonial times to the present. The president of the Community of Madrid, Isabel Daz Ayuso, visits the school classroom of the Fuenlabrada Public University Hospital, one of the 13 educational spaces of these characteristics in the region that allows admitted students to continue their learning process. Tour McKelvey Hall Discovery through research We will also see how economists test hypotheses about the criminal justice system using the same types of "natural experiments" they use to study markets. In Economics: 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. (106 Documents), CSE 260 - Introduction to Digital Logic and Computer Design Analytic theory of consumer and producer behavior under perfect and imperfect competition. Policies. Section 3 prerequisites: Econ 4011 and Math 2200 or equivalent. decisions are made, we will evaluate these decisions for errors and especially for bias. The Home department is primarily responsible for the decision making and logistical support for the course and instructor. An additional approved substitution for the "statistics" requirement of the majors is DAT120 AND DAT121. In financial markets, trade is essentially "money now" for "money in the future." Substitution for mathematics courses and study abroad approval for mathematics courses will be determined by the Math department. The third part of the course is devoted to the links between education and economic development, including cross-country differences in schooling, returns to schooling and per-capita income. A&S IQ: SSC, WI 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. It is administered by TAs Puneet Sachdeva and Daniel Pefley. L11Econ477 Topics in Financial Economics. Prerequisites: prior completion of, or concurrent enrollment in, Econ 413 (or equivalent). Note: This course does not count toward the major or minor in economics. Prerequisites: Math 233, CSE 247, ESE 326 or Math 3211, Math 309, and CSE 417T or ESE 417. Arch: SSC ), Credit 3 units. We apply these tools to study strategic situations in industrial organization, auctions, bargaining, voting, and signaling games. This course begins with a review of international trade theory, of the balance of payment accounts, and their relationship to international borrowing and lending. Course information and content will be available on Canvas, Spring 2021, Spring 2020 (jointly with Marion Neumann). Local decision making; financing of local government expenditures. 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. 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. Attendance at the subsection is recommended, but not required. Historical cross-country data, microdata, and specific case studies will be used to evaluate theories of the sources of inequality. 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. Prerequisites: Econ 4011, Econ 4021 and Econ 413. This class counts towardsthecertificate in data mining and machine learningasrequired 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. 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. Prerequisites: Econ 4011, Econ 4021, and Econ 413. sites.wustl.edu/neumann/courses/spring-2016/cse-517/, http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. A&S IQ: SSC Students are also encouraged to contact Academic Coordinator Dorothy Petersen with any questions. National income and labor market measurement. Topics include expected utility, strategic-form and extensive-form games with perfect information, Bayesian games, infinitely repeated games, dominance, Nash equilibrium and its refinements. The class will include an introduction to experimental methods in economics, including hands-on experience in the MISSEL laboratory. Prerequisites: Econ 4011 and Econ 4021. L11Econ105 The Endgame of Entrepreneurship: Leveraging Captialism for Good, Historically, profit has been a key driver of human behavior. Art: SSC In interdisciplinary teams, students will learn how to define a problem; listen to customers, competitors and collaborators; create value; measure impact; and communicate their vision. 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. L11Econ413W Introduction to Econometrics with Writing. It is possible to earn the Certificate in Financial Economics in conjunction with this major (prime or second). Specific grading duties will be determined by the supervising faculty member, in accord with Arts & Sciences policies. 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. 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. 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? Graduate programs that make an impact Our programs push the boundaries to develop and transform the future of computing. Why is monopoly considered a bad thing? Prerequisites: The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. 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. General equilibrium description of firms and consumers in labor and product markets. CSE247R is a separate, 1-credit course that 247 students may sign up for. 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. This question was created from hw3.pdf. 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. Economic function of the city and the role of the city in a national economy. 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)**. Syllabi are provided to students to support their course planning; refer to the syllabus for constraints on use. (203 Documents), CSE 247 - Data Structures and Algorithms CSE 260 - Introduction to Digital Logic and Computer Design, CSE 473 - Introduction to Computer Networks, CSE 517A 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. The course involves analysis of the economic and social determinants and consequences of education. Prerequisite: invitation into the "Honors in Economics with Thesis" track of the department's Honors Program. Bold entrepreneurial spirit and skills learned in this course will guide students in their further studies at Washington University and beyond. The prerequisite courses for Econ 4021 are Econ 1021 and Econ 4011. Prerequisites: Econ 1011, Math 132 and concurrent enrollment in, or prior completion of, either Math 233 or Econ 493 (Mathematical Economics). Prerequisites: CSE 247,CSE 417T, ESE 326, Math 233,Math 309, and experiencewith Python (NumPy/Scipy). 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. (121 Documents), CSE 347 - Analysis in Algorithms Please note: Requests for online registration are wait-listed. The lower-division course requirements are designed to provide a strong foundation in mathematics, physics, programming methodology and skills, and computer organization. Bryan Coronel MS Data Analytics, Stats @ WashU'23 | Prev @ LinkedIn, Abbott | Seeking Data Science, ML Roles The prerequisite courses for Econ 4011 are Econ 1011 and Math 132. This course may not be used to satisfy major requirements. 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. A tag already exists with the provided branch name. This course is designed to complement Econ 472. L11Econ448W Current Macroeconomic Issues. One of the three electives can be any economics course with Econ 4011 or Econ 4021 as a prerequisite, including from an approved study abroad program. EN: S, L11Econ328 History of Economic Analysis. Substitutions for economics courses and study abroad approval will be determined by Academic Coordinator Dorothy Petersen in the Department of Economics. 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. Students planning to complete CSE 517 should try to complete CSE 417T as the prerequisite course. We will explore how skills from entrepreneurship and venture creation can be used to improve water, climate, education and gender equality globally and here in St. Louis. A&S IQ: SSC, AN This mini course offers students the opportunity to master the advance functionality of Microsoft Excel, and to apply those skills to common economic, statistical, and financial problems. (This means students complete 8 math and econ electives, with a minimum of four electives drawn from economics.). Three 3-unit computer science electives drawn from the list below: With instructor permission, students may use any of the following for economics elective credit: Students may declare a prime or a second major in Math + Economics via L24 (Math) or L11 (Econ), and that will determine their major advisor. 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. The objective of this course is to develop the mathematical tools necessary for the study of intermediate micro- and macro-economic theory and the advanced electives in economics. Our policy evaluation will focus on fiscal policy (taxes) and social security issues. 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. A&S IQ: SSC Course provides a basic working knowledge of econometrics. The global financial crisis of 2007-2009 was the most severe since the Great Depression. Prerequisite: Econ 4011. (53 Documents), CSE 240 - Logic and Discrete Mathematics 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. Credit 3 units. 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. Topics vary, but may include population; human capital and labor market development; R&D and innovation; finance and growth; modernization and industrial transformation; world income disparities and poverty problems; institutions and political economy issues; environmental and social factors; and international trade and economic integration. 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). Art: SSC Prerequisites: 4011 and 4021. Further information is available in the Majors section of this page. Washington University in St. Louis Women's Building, Suite 10 One Brookings Drive, MSC 1143-0156-0B . Prerequisites: Econ 1011 and Econ 1021, or consent of the instructors. BU: IS McKelvey students may declare a prime major via E81 (Computer Science) or a second major via L11 (Econ). Meet the people solving our biggest problems. Students who have AP credit for Math 131, Math 132 and/or Math 2200 do not have to complete additional mathematics coursework. 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. It is possible to graduate with Latin Honors. 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. Description: The field of machine learning is concerned with the question of how to construct computer programs that automatically improve with experience. Prerequisites: senior standing and permission of the supervising faculty member. The course focuses on air pollution, water pollution and hazardous wastes, with some attention given to biodiversity and global climate change. The course relies heavily on the concepts and methods of microeconomics and macroeconomics. Students can post questions and collaborate to edit responses to these questions. Arch: SSC 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. Topics include economic growth, poverty, corruption, and human capital accumulation, with an emphasis on education and health-related policies. Even those familiar with the basic functioning of Excel may be surprised to learn how little of its full capability most users access. 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. 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. This is the version of our website addressed to speakers of English in the United States.If you are a resident of another country or region, please select the . Credit variable, maximum 3 units. Applications to the current economic crisis will also be discussed. http://sites.wustl.edu/neumann/courses/spring-2016/cse-517/. Prerequisities: (none listed) Credits: 4.0 The first third of the class examines market failure when an economy contains externalities and public goods and the general nature of public policies that address these issues. (In other words, a total of 5 economics electives are completed, rather than the 4 required for the major alone.). 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. For the Econ+CSE major and the Math+Econ major, Math3200 is the preferred course choice. Majors must complete seven electives, with three in each discipline and one from either department. This course studies economic theories that explain the observed patterns of economic development across time and space. 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). What are the determinants of inequality and risk faced by individuals in different countries? Majors must complete 7 electives, with 3 in each discipline and one from either department. At least two electives must have Econ 4011 and/or Econ 4021 as a prerequisite. The Major in Mathematics and Economics. Minor in General Economics | Minor in Applied Microeconomics, Elective course:One economics elective having at least Econ1011and/or Econ1021as a prerequisite course. Topics include the measurement and evaluation of tax burdens, the federal personal income tax, tax evasion and proposals for fundamental tax reform. Currently, there are two courses in "Topics in Financial Economics": Asset Pricing and Investments. Analysis of consumer demand for health care, medical technology, and the role of health insurance. We will examine the extent to which these are consistent with standard economic theory and how they may contradict it. - December 15 for spring-semester graduates. Innovation figuring out better and cheaper ways of satisfying human desires is the key to improving our well-being. This course is for first-year (non-transfer) students only.Same as I60 BEYOND 105, Credit 3 units. Text corpora (singular: text corpus) are large and structured sets of texts, which have been systematically collected. 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. For Mathematics, the electives can come from the following list: Math 4121 Introduction to Lebesgue Integration, Math 4392 Advanced Linear Statistical Models, Math 460 Multivariate Statistical Analysis, Math 462 Mathematical Foundations of Big Data. 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. Keep in mind that you will be placed on the waiting list until you pass the take-home placement exam.