FOUNDATIONS FR FINANCIAL ENGIN

This graduate course is only for M.S. Program in Financial Engineering students, offered during the summer session. Discrete-time models of equity, bond, credit, and foreign-exchange markets. Introduction to derivative markets. Pricing and hedging of derivative securities. Complete and incomplete markets. Introduction to portfolio optimization and the capital asset pricing model.

• Department: Video Network
• Instructor: Wenpin Tang
  h-index: 6 Info
• 3 points

RAD INSTRUMENT/MEASUREMENT LAB

Lab fee: $50. Theory and use of alpha, beta, gamma, and X-ray detectors and associated electronics for counting, energy spectroscopy, and dosimetry; radiation safety; counting statistics and error propagation; mechanisms of radiation emission and interaction. (Topic coverage may be revised.)

• Department: Applied Physics and Applied Mathematics
• M 5 p.m.-9 p.m.
• 3 points

ADVANCED PERSIAN I

While helping students advance their levels of oral and written expression, this course focuses on literature of the modern and medieval periods, with particular emphasis on the development of the modern novella and traditional and new forms of poetry. In addition to literature, students are introduced to a wide variety of genres from political and cultural essays and blogs to newspaper translations of the early 20th century. They will be further exposed to ta´rof in reference to a wide variety of socio-cultural contexts and be expected to use ta´rof in class conversations. Students will be exposed to popular artists and their works and satirical websites for insight into contemporary Iranian culture and politics. No P/D/F or R credit is allowed for this class.

• Department: Middle Eastern, South Asian and African Studies
• MW 12:10 p.m.-2 p.m.
• Instructor: Saeed Honarmand
  Info
• 3 points

PRINC OF QUANT POL RESEARCH 1

This course examines the basic methods of data analysis and statistics, through multivariate regression analysis, that political scientists use in quantitative research that attempts to make causal inferences about how the political world works. The same methods apply to other kinds of problems about cause and effect relationships more generally. The course will provide students with extensive experience in analyzing data and in writing (and thus reading) research papers about testable theories and hypotheses.

• Department: Political Science
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Robert Y Shapiro
  CULPA: 4 Wikipedia Info
• 4 points

OCCULT IN THE MUSLIM PAST

This seminar is designed to explore the rich but sorely understudied occult scientific lore in the pre-modern Islamic world. For over a millennium, from the seventh through even the twenty-first century, and spanning a broad geographical spectrum from the Nile to Oxus, different forms and praxis of occult scientific knowledge marked intellectual and political endeavors, everyday lives and customs, and faith-based matters of individuals constituting the so-called Islamicate world. However, despite the impressive array of textual, material, and visual sources coming down to us from the Muslim past, the topic has been severely marginalized under the post-Enlightenment definitions of scientific knowledge, which also shaped how the history of sciences in the Islamicate world was written in the last century. One of this seminar’s main objectives is to rehabilitate such biased perspectives through a grand tour of occult knowledge and practice appealed in the pre-modern Muslim world.

Over the semester, by relying on a set of secondary studies and translated primary sources, we will revisit the question of the marginalization of Islamicate occult sciences, explore the actors’ definitions and discussions about the epistemic value of these sciences, trace their social and political implications in everyday life and imperial politics, and examine the key textual, technical, and material aspects of the occult tradition. In several of our sessions, we will have hands-on practice to better familiarize ourselves with the instructed techniques and methods in different branches of occult sciences. We will also regularly visit the Columbia University Rare Book & Manuscript Library to view texts and materials available in our collection.

• Department: History
• W 10:10 a.m.-noon
• Instructor: Tunc Sen
  Info
• 4 points

GLOBAL CAPITAL MARKETS

An introduction to capital markets and investments providing an overview of financial markets and tools for asset valuation. Topics covered include the pricing of fixed-income securities (treasury markets, interest rate swaps futures, etc.), discussions on topics in credit, foreign exchange, sovereign ad securitized markets—private equity and hedge funds, etc.

• Department: Industrial Engineering and Operations Research
• M 6 p.m.-8:30 p.m.
• Instructor: Siddhartha Ghosh Dastidar
  CULPA: 2 Info
• 3 points

PRINC OF QUANT POL RESEARCH 1-DISC

PRINC OF QUANT POL RES 1-

This is the required discussion section for 
POLS GU4710.

• Department: Political Science
• T 3:10 p.m.-4 p.m.
• R 1:10 p.m.-2 p.m.
• Instructor: Beatrice Bonini
  Info
• Instructor: Josephine Hebling
  Info
• 0 points

RE-THINKING BIM

• Department: Architecture, Planning and Preservation
• R 7 p.m.-9 p.m.
• Instructor: Joseph A Brennan
  Info
• 3 points

Data Science for Political Analytics

Data Science for Pol Anal

The digital revolution has created previously unimaginable opportunities to learn about political behavior and institutions. It has also created new challenges for analyzing the massive amounts of data that are now easily accessible. Open source software has reduced barriers and inequities in coding, but it also requires different kinds of effort to employ optimally the latest innovations. Harnessing the power of political data is more critical than ever, given the threats that misinformation and alternative “facts” present to democratic forms of government.

This course will teach students both essential tools and general strategies of data science within the domain of politics. Whether students’ goals are to analyze political behavior for academic or professional purposes, successful analysis requires skills for handling a wide array of issues that stand in the way of creating knowledge and insights from data.

This course prioritizes breadth over depth in the sense that we will introduce a broad range of topics relevant for data science to develop basic skills and form a foundation that students can build on. More complete mastery of these skills will require additional engagement beyond this course.

• Department: Political Science
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Gregory Wawro
  CULPA: 32 h-index: 13 Info
• 3 points

TOPICS IN QUANT FINANCE

App Analytic Data2Decison

Applied Analytics focuses on practical skills that make a Data Analyst autonomous and effective in a modern business organization. From querying and transforming data with SQL, to defining and visualizing metrics, to measuring impact of products and processes via experiments, we will go over tools and techniques that are needed to convert raw data into usable insights for business decisions and subsequent statistical analysis. By the end of the course, students will be able to apply these techniques to real-world datasets, and they will have the necessary knowledge to continue learning about other topics in Analytics and Statistics and fully leverage them in greater autonomy.

• Department: Industrial Engineering and Operations Research
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Fabrizio Lecci
  Info
• 3 points

QUANT METH 1 APPL REG CAUS INF

Fitting and understanding linear regression and generalized linear models, simulation, causal inference, and the basics of design of quantitative studies. Computation in R. Textbook: Regression and Other Stories by Gelman, Hill, and Vehtari.

• Department: Political Science
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Andrew Gelman
  CULPA: 6 Wikipedia h-index: 112 Info
• 4 points

QUANTITATIVE METHODS 1 DISCUSSION

QUANT METH 1 DISCUSSION

This is the required discussion section for 
POLS GU4720.

• Department: Political Science
• T 11:10 a.m.-noon
• F 9:10 a.m.-10 a.m.
• Instructor: Gustavo F Novoa
  Info
• Instructor: Elden Griggs
  Info
• 0 points

18th Century Comparative Novel

18th C Comparative Novel

This course encompasses a series of readings in the eighteenth-century European novel. Style, narratology, the “rise” of realism and the history of novel criticism will all figure in our discussions; the seminar offers a theoretical rather than a thoroughly historical survey, and should serve as groundwork for considering questions about style and the novel in other periods and national traditions.

• Department: English and Comparative Literature
• R 12:10 p.m.-2 p.m.
• Instructor: Jenny M Davidson
  CULPA: 19 Info
• 4 points

Colette vs. Proust

Two anniversaries give rise to this confrontation. We commemorated the centennial of the
death of Proust (1871-1922) in 2022, and celebrate the 150 th birthday of Colette (1873-
1954) in 2023. They belong to an exceptional generation born around 1870, the “Modern
French Classics,” with Valéry, Gide, Claudel and Péguy. They met in fashionable salons in the
1890’s, when Colette, just married to Willy, arrived in Paris, and they did not much like each
other: he was a snob, she was outrageous. But Colette read Du côté de chez Swann as soon
it came out in 1913, and was strongly impressed by the evocation of the village of Combray.
Proust congratulated Colette warmly after reading Mitsou in 1919, a brief romance between
a dancer and a lieutenant during WWI. During the last years of Proust’s life, Proust and
Colette were the two most visible and popular authors on the postwar literary scene.
Among the “Six of 1870,” common to Proust and Colette is the focus on sensations, memory
and time, as well as a curiosity for sexual transgressions. “Combray” and La Maison de
Claudine explore the lost paradise of childhood; Le Pur et l’Impur is a response to Sodome et
Gomorrhe; Le Temps retrouvé and La Naissance du jour the autofiction as a genre. We will
read the two authors as serendipitous counterparts.

• Department: French
• M 4:10 p.m.-6 p.m.
• Instructor: Antoine M Compagnon
  CULPA: 3 Info
• 3 points

TOPICS IN QUANTATIVE FINANCE

FINANCIAL ENG. FOR ESG FINANCE

ESG (Environmental, Social and Corporate Governance) Finance is a rapidly growing area of Investment Management – and Finance more broadly – that has received a lot of attention in the past several years from the investor community, financial regulatory agencies, and the general public alike. This course provides an introduction to ESG Finance from a financial engineer’s perspective. This course also discusses proliferation of newly available data sources and the associated quantitative techniques necessary to process those. A major component of this course is a discussion of Climate Risk, an area of particular focus due to its increasing general importance. The course includes an overview of both recent research and the evolving regulatory landscape in the climate risk space. An in-depth discussion of financial impact assessment of various climate risk-driven scenarios (climate risk stress testing) concludes the course.

• Department: Industrial Engineering and Operations Research
• T 7:10 p.m.-9:40 p.m.
• Instructor: Cyril Shmatov
  Info
• 1.5 points

TOPICS IN QUANTATIVE FINANCE

TERM STRUCTURES& CREDIT MODELS

In this course, we will cover the basics of mathematical modeling of interest rates and credit derivatives. In the first part, we will cover basic interest rate derivatives, the Heath-Jarrow-Morton (HJM) 
framework, classic short rate models (for both interest rates and default intensities), and the numerical techniques used in practice for their calibration. In the second part, we will cover the basics 
of single-name derivatives modeling, and we will discuss pricing simple credit derivatives. We will also discuss correlation products and the most common techniques used for their pricing. In the third part, we will discuss some recent research papers addressing the use of adjoint algorithmic differentiation for the calculation of risk for interest rate and credit derivatives.

• Department: Industrial Engineering and Operations Research
• W 6 p.m.-8:30 p.m.
• None None-None
• Instructor: Luca Capriotti
  Info
• 3 points

QUANT METH 3 EXPERIMENTAL METH

In this course, we will discuss the logic of experimentation, its strengths and weaknesses compared to other methodologies, and the ways in which experimentation has been — and could be — used to investigate social phenomena. Students will learn how to interpret, design, and execute experiments. Special attention will be devoted to field experiments, or randomized trials conducted in real-world settings.
 

Prerequisites: Students should have taken at least one or two semesters of statistics. Some understanding of probability, hypothesis testing, and regression are assumed. Familiarity with statistical software such as R is helpful. We will be working with data in class throughout the term. The examples used in the textbook and lectures are written in R, and R tutorials will be taught in special sessions early in the term.

• Department: Political Science
• TR 4:10 p.m.-5:25 p.m.
• Instructor: Donald P Green
  CULPA: 2 h-index: 87 Info
• 4 points

Global Latin America

Within the Global North social-science mainstream, Latin America (like other parts of the Global South) has often been conceptualized as a region of analytical interest due to its complex
internal
dynamics (relating, for example, to recurring authoritarian rule, democratization, transitional justice, “modernization” and economic development, and social mobilization). Yet until recently, these have infrequently been conceptualized as
global
processes in which Latin America plays a substantive role. To be sure, various
external
forces—namely, colonialism, imperialism, interventionism, and their legacies—are of course widely understood to have shaped Latin American in myriad ways. However, the notions that Latin America exercises agency (or at least matters) in world affairs, is more than a generally passive recipient of global flows, and is meaningfully connected to other regions (including through migratory, political, economic, and cultural linkages), have only recently begun to resonate within the Northern academy.   

 

In contrast to the “methodological nationalism” (or “regionalism”) that has long characterized outside analysis of Latin America, this course foregrounds the region’s global embeddedness and world-making potential—as a protagonist in the generation, adaptation, and diffusion of diverse border-crossing flows, frameworks, and imaginaries. These include: global discourses concerning modernity, postmodernity, liberalism, and postcolonialism; global understandings of race, class, gender, and the intersections between them; global policy frameworks related to human rights, democracy, and economic development; historical and contemporary globalizing relations with distant parts of the world, including the Middle East and Asia; and global alternatives to a world order based on exclusion, extractivism, and environmental degradation.     

 

Throughout, we will highlight the agency of state and non-state actors throughout “Latin America”—itself a homogenizing, Eurocentric label imposed from the outside—as constitutive forces in creating the world that we all inhabit, contributing to the problems that confront us, and helping to generate solutions. To do so, we will engage with a series of texts and materials produced by diversely situated interdisciplinary scholars, writers, artists, and political figures—many of t

• Department: Committee on Global Thought
• W 10:10 a.m.-noon
• Instructor: Kevin Funk
  h-index: 6 Info
• 4 points

QUANTITATIVE METHODS 3: DISCUSSION

QUANT METH 3-DISC

This is the required discussion section for 
POLS GU4724.

• Department: Political Science
• F 10:10 a.m.-11 a.m.
• Instructor: Daniel B Markovits
  Info
• 0 points

GAP III: DESIGN SEMINAR

• Department: Architecture, Planning and Preservation
• W 10 a.m.-1 p.m.
• Instructor: Wael Morcos
  Info
• 3 points

TOPICS IN QUANTITATIVE FINANCE

ALTERNATIVE INVESTMENTS

The search for better performance has led investors to explore Alternative Investments that are outside the traditional categories of exchange traded equities, Treasury Bonds, and other
investment-grade fixed income products. The field of Alternative Investments covers a wide range of products such as convertible bonds, Preferred Shares, Hedge Funds, Venture Capital, and
Cryptocurrencies. There is a growing need in the market for students with knowledge of these products and the practical and theoretical know how of valuing and risk managing these investments given that each product has it own nuances and anomalies. This course presents and studies some major Alternative Investment products and ways to evaluate and risk manage them.

• Department: Industrial Engineering and Operations Research
• R 4:10 p.m.-6:40 p.m.
• Instructor: Khosrow Dehnad
  CULPA: 2 Info
• 1.5 points

CANTERBURY TALES

(Lecture). Beginning with an overview of late medieval literary culture in England, this course will cover the entire Canterbury Tales in the original Middle English. We will explore the narrative and organizational logics that underpin the project overall, while also treating each individual tale as a coherent literary offering, positioned deliberately and recognizably on the map of late medieval cultural convention. We will consider the conditions—both historical and aesthetic—that informed Chaucer’s motley composition, and will compare his work with other large-scale fictive works of the period. Our ultimate project will be the assessment of the Tales at once as a self-consciously “medieval” production, keen to explore and exploit the boundaries of literary convention, and as a ground-breaking literary event, which set the stage for renaissance literature.

• Department: English and Comparative Literature
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Eleanor Johnson
  CULPA: 20 Info
• 3 points

CANTERBURY TALES

(Lecture). Beginning with an overview of late medieval literary culture in England, this course will cover the entire Canterbury Tales in the original Middle English. We will explore the narrative and organizational logics that underpin the project overall, while also treating each individual tale as a coherent literary offering, positioned deliberately and recognizably on the map of late medieval cultural convention. We will consider the conditions—both historical and aesthetic—that informed Chaucer’s motley composition, and will compare his work with other large-scale fictive works of the period. Our ultimate project will be the assessment of the Tales at once as a self-consciously “medieval” production, keen to explore and exploit the boundaries of literary convention, and as a ground-breaking literary event, which set the stage for renaissance literature.

• Department: Auditing
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Eleanor Johnson
  CULPA: 20 Info
• 0 points

DISCOVERING EXISTENCE

A study of the theme of human existence confronted with the infinite universe of modern science (Descartes, Pascal), with the proliferation of existence (Sartre), with the absurd (Camus), with the other (Levinas).

• Department: French
• M 2:10 p.m.-4 p.m.
• Instructor: Souleymane B Diagne
  CULPA: 4 Info
• 3 points

Computer Vision I: First Principles

Introductory course in computer vision. Topics include image formation and optics, image sensing, binary images, image processing and filtering, edge extraction and boundary detection, region growing and segmentation, pattern classification methods, brightness and reflectance, shape from shading and photometric stereo, texture, binocular stereo, optical flow and motion, 2D and 3D object representation, object recognition, vision systems and applications.

• Department: Computer Science
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Shree K Nayar
  CULPA: 12 Wikipedia Info
• 3 points

CREDIT RISK/CREDIT DERIVATIVES

Introduction to quantitative modeling of credit risk, with a focus on the pricing of credit derivatives. Focus on the pricing of single-name credit derivatives (credit default swaps) and collateralized debt obligations (CDOs). Detail topics include default and credit risk, multiname default barrier models and multiname reduced form models.

• Department: Industrial Engineering and Operations Research
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Agostino Capponi
  h-index: 19 Info
• 3 points

CREDIT RISK/CREDIT DERIVATIVES

CREDIT RISK MODELING&DERIVATIV

Introduction to quantitative modeling of credit risk, with a focus on the pricing of credit derivatives. Focus on the pricing of single-name credit derivatives (credit default swaps) and collateralized debt obligations (CDOs). Detail topics include default and credit risk, multiname default barrier models and multiname reduced form models.

• Department: Video Network
• Instructor: Agostino Capponi
  h-index: 19 Info
• 3 points

RESEARCH TOPICS IN GAME THEORY

Prerequisites: POLS W4730 or the instructors permission. Advanced topics in game theory will cover the study of repeated games, games of incomplete information and principal-agent models with applications in the fields of voting, bargaining, lobbying and violent conflict. Results from the study of social choice theory, mechanism design and auction theory will also be treated. The course will concentrate on mathematical techniques for constructing and solving games. Students will be required to develop a topic relating political science and game theory and to write a formal research paper.

• Department: Political Science
• MW 2:40 p.m.-3:55 p.m.
• Instructor: Carlo Prato
  h-index: 11 Info
• 4 points

TOPICS GAME THEORY - DISC

• Department: Political Science
• F 3:10 p.m.-4 p.m.
• Instructor: Seungyup Shin
  Info
• 0 points

Practicum on Environmental Research

EARTH INST PRAC ENV/POL/SUS/MG

This course provides students with an overview of environmental research, covering the conceptualization of research projects, the grantmaking process, and article writing. Throughout the semester, students will attend lectures from Columbia researchers and professionals from other organizations. These lectures will cover their current projects and how they communicate their findings in various settings, communities, cultures, and industries. The lecturers will also discuss different aspects of the research process and the practicalities of project development. Students will learn the basics of grant writing and research methodology, write an academic research paper, and participate in a colloquium, with the aim of providing them with tangible transferable skills.

• Department: Sustainability Management
• W 4:10 p.m.-6 p.m.
• 1-3 points

STRUCTURED&HYBRID PRODUCTS

Prerequisite(s): IEOR E4700. Conceptual and practical understanding of structured and hybrid products from the standpoint of relevant risk factors, design goals and characteristics, pricing, hedging, and risk management. Detailed analysis of the underlying cash-flows, embedded derivative instruments, and various structural features of these transactions, both from the investor and issuer perspectives, and analysis of the impact of the prevailing market conditions and parameters on their pricing and risk characteristics. Numerical methods for valuing and managing risk of structured/hybrid products and their embedded derivatives and their application to equity, interest rates, commodities and currencies, inflation, and credit-related products. Conceptual and mathematical principles underlying these techniques, and practical issues that arise in their implementations in the Microsoft Excel/VBA and other programming environments. Special contractual provisions encountered in structured and hybrid transactions, and incorporation of yield curves, volatility smile, and other features of the underlying processes into pricing and implementation framework for these products.

• Department: Industrial Engineering and Operations Research
• R 7:10 p.m.-9:40 p.m.
• Instructor: Alireza Javaheri
  Info
• 3 points

ISLAMIC PHILOSOPHY

• Department: Philosophy
• T 4:10 p.m.-6 p.m.
• Instructor: Souleymane B Diagne
  CULPA: 4 Info
• 3 points

CULTURAL APPROPRIATION AND WORLD LITERAT

What does it mean to treat culture, literature, and identity as forms of property? This course will look at the current debates around cultural appropriation in relation to the expanding field of world literature. In many ways, the two discourses seem at odds: the ethno-proprietary claims that underpin most arguments against cultural appropriation seem to conflict with the more cosmopolitan pretenses of world literature. Nonetheless, both discourses rely on some basic premises that treat culture and cultural productions as forms of property and expressions of identity (itself often treated as a form of property). “Appropriation” is a particularly rich lens for looking at processes and conceptions of worlding and globalization, because some version of the idea is central to historical theories of labor, economic production, land claims, colonialism, authorship, literary translation, and language acquisition. This is not a course in “world literature” as such; we will examine a half dozen case studies of literary/cultural texts that have been chosen for the ways in which they open up different aspects of the problematics of reducing culture to an econometric logic of property relations in the world today.

• Department: English and Comparative Literature
• M 4:10 p.m.-6 p.m.
• Instructor: Joseph R Slaughter
  CULPA: 13 h-index: 13 Info
• 4 points

Programming for Financial Engineering

Covers C++ programming language, applications, and features for financial engineering, and quantitative finance applications. Note: restricted to IEOR MS FE students only.

• Department: Industrial Engineering and Operations Research
• W 7:10 p.m.-9:40 p.m.
• Instructor: Sebastien Donadio
  Info
• 3 points

Deep Learning for OR and FE

Selected topics of interest in area of quantitative finance. Some topics include energy derivatives, experimental finance, foreign exchange and related derivative instruments, inflation derivatives, hedge fund management, modeling equity derivatives in Java, mortgage-backed securities, numerical solutions of partial differential equations, quantitative portfolio management, risk management, trade and technology in financial markets. Note: open to IEOR students only.

• Department: Industrial Engineering and Operations Research
• Instructor: Ali Hirsa
  h-index: 8 Info
• 3 points

Deep Learning for OR and FE

Selected topics of interest in area of quantitative finance. Some topics include energy derivatives, experimental finance, foreign exchange and related derivative instruments, inflation derivatives, hedge fund management, modeling equity derivatives in Java, mortgage-backed securities, numerical solutions of partial differential equations, quantitative portfolio management, risk management, trade and technology in financial markets. Note: open to IEOR students only.

• Department: Video Network
• Instructor: Ali Hirsa
  h-index: 8 Info
• 3 points

Art and Fashion: The Body, Architecture,

This bridge seminar examines topics in and tensions between

art and fashion in the twentieth and twenty-first centuries. The course will first explore clothing’s relationship to the body. This course will consider how artists investigate and critique the materials of fashion and spaces of visual merchandising: textiles, shop windows, and the department store. Topics include but are not limited to: voguing/ball culture, Queer coding and clothing, fashion photography, and site-specific installation. We will investigate the museum through the practices of collecting, curating, and the rise of blockbuster fashion exhibitions. Indigenous perspectives on display and sacred storage will be discussed. Art and fashion are embedded within their historical, political, and social contexts, and throughout this course, we will consider topics from a global perspective. Admission is by application and permission of the instructor. Applications must be submitted to the department of Art History.

• Department: Art History and Archaeology
• T 12:10 p.m.-2 p.m.
• Instructor: Leah E Werier
  Info
• 4 points

Applied Financial Risk Management

Applied Financial Risk Mg

Introduces risk management principles, practical implementation and applications, standard market, liquidity, and credit risk measurement techniques, and their drawbacks and limitations. Note: restricted to IEOR students only.

• Department: Industrial Engineering and Operations Research
• TR 2:40 p.m.-3:55 p.m.
• None None-None
• Instructor: Allan M Malz
  CULPA: 1 Info
• 3 points

Machine Learning for Functional Genomics

ML for Functional Genomic

This course will introduce modern probabilistic machine learning methods using applications in data analysis tasks from functional genomics, where massively-parallel sequencing is used  to measure the state of cells: e.g. what genes are being expressed, what regions of DNA (“chromatin”) are active (“open”) or bound by specific proteins.

• Department: Computer Science
• MW 4:10 p.m.-5:25 p.m.
• Instructor: David A Knowles
  h-index: 35 Info
• 3 points

IoT - INTELLIG & CONNECTED SYS

Cyber-physical systems and Internet of Things. Various sensors and actuators, communication with devices through serial protocols and buses, embedded hardware, wired and wireless networks, embedded platforms such as Arduino and smartphones, web services on end devices and in the cloud, visualization and analytics on sensor data, end-to-end IoT applications. Group projects to create working CPS/IoT system.

• Department: Electrical Engineering
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Ilija Hadzic
  Info
• 3 points

MACHINE LEARNING

Topics from generative and discriminative machine learning including least squares methods, support vector machines, kernel methods, neural networks, Gaussian distributions, linear classification, linear regression, maximum likelihood, exponential family distributions, Bayesian networks, Bayesian inference, mixture models, the EM algorithm, graphical models and hidden Markov models. Algorithms implemented in MATLAB.

• Department: Computer Science
• TR 1:10 p.m.-2:25 p.m.
• TR 2:40 p.m.-3:55 p.m.
• None None-None
• Instructor: Daniel Hsu
  CULPA: 6 h-index: 44 Info
• 3 points

Causal Inference

Causal Inference theory and applications. The theoretical topics include the 3-layer causal hierarchy,  causal bayesian networks, structural learning, the identification problem and the do-calculus, linear identifiability, bounding, and counterfactual analysis. The applied part includes intersection with statistics, the empirical-data sciences (social and health), and AI and ML.

• Department: Computer Science
• MW 4:10 p.m.-5:25 p.m.
• Instructor: Elias Bareinboim
  h-index: 25 Info
• 3 points

META TOOL I

• Department: Architecture, Planning and Preservation
• T 5 p.m.-7 p.m.
• Instructor: Daniel Taeyoung Lee
  Info
• 3 points

Financial Engineering Practitioners Semi

FE Seminar Series

Degree requirement for all MSFE first-year students. Topics in Financial Engineering. Past seminar topics include Evolving Financial Intermediation, Measuring and Using Trading Algorithms Effectively, Path-Dependent Volatility, Artificial Intelligence and Data Science in modern financial decision making, Risk-Based Performance Attribution, and Financial Machine Learning. Meets select Monday evenings.

• Department: Industrial Engineering and Operations Research
• M 7 p.m.-9 p.m.
• 0 points

MSFE Quantitative and Computational Boot

MSFE Quant/Comp Bootcamp

Primer on quantitative and mathematical concepts. Required of all incoming MSFE students.

• Department: Industrial Engineering and Operations Research
• 0 points

PROTEIN ENGINEERING

• Department: Chemical Engineering
• TR 10:10 a.m.-11:25 a.m.
• None None-None
• Instructor: Scott Banta
  CULPA: 1 h-index: 36 Info
• 3 points

DATA SCIENCE CAPSTONE&ETHICS

• Department: Engineering
• M 4:10 p.m.-6 p.m.
• Instructor: Sining Chen
  Info
• 3 points

PROSEMINAR IN SOCIOLOGY

• Department: Sociology
• M 4 p.m.-5 p.m.
• Instructor: Teresa Sharpe
  CULPA: 14 Info
• 1 points

Israel and the Palestinians

The seminar will examine the main political, economic, and social processes that have been shaping contemporary Israel. The underlying assumption in this seminar is that much of these processes have been shaped by the 100-year Israeli-Arab/Palestinian conflict. The first part of the course will accordingly focus on the historical background informing the conflict and leading to the Palestinian refugee problem and establishment of a Jewish, but not Palestinian, state in 1948.  The second part of the seminar focuses on Israel’s occupation of the West Bank (and Gaza) and the settlement project, as well as on USA's role and its impact on the conflict, the occupation, and Israel. These topics did not get much academic attention until recently, but as researchers began to realize that the Occupation and the West Bank settlements are among the most permanent institutions in Israel, they have come under the scrutiny of academic research. 

The third part the seminar will concentrate on the development of the conflict after the establishment of Israel and its effects on sociological processes and institutions in contemporary Israel.  Analyzing patterns of continuity and change in the past seven decades, we will discuss immigration and emigration patterns, as well as issue relating to ethnicity, gender, religion and politics, and the Israeli military.

• Department: Sociology
• T 2:10 p.m.-4 p.m.
• Instructor: Yinon Cohen
  CULPA: 4 Wikipedia h-index: 33 Info
• 4 points

WOMEN AND LITERARY CULTURE IN JAPAN

WOMEN & LIT CULTURE JAPAN

Japan has a long tradition of highly sophisticated vernacular literature (poetry, prose fiction, essays and poetic memoirs) by aristocratic court women, particularly from the tenth- and eleventh-century, including 
The Tale of Genji
, often considered the world’s first psychological novel. Writings by women in the early period had a deep impact on subsequent cultural production, and these vernacular writings (as well as the figure of these early women writers) acquired a new, contested significance from the end of the nineteenth century as part of the process of modern nation-building. Gender became a major organizing category in constructing discourse on literature, literary language, and literary modernity, particularly with regard to the novel. This seminar engages in close readings and discussion of selected works from the eleventh-century to twentieth-century Japan with particular attention to the genealogy of women’s writings and changing representations of women, gender, and social relations. Issues include: genre, media, intertextuality, and literary communities; body and sexuality; and in the modern period, the “woman question” and global feminisms as well as authorship and authority. All readings are in English. Original texts will be provided for those who can read in the original.

• Department: East Asian Languages and Cultures
• T 2:10 p.m.-4 p.m.
• Instructor: Tomi Suzuki
  CULPA: 5 Info
• 4 points

DIGITAL SIGNAL PROCESSING

Digital filtering in time and frequency domain, including properties of discrete-time signals and systems, sampling theory, transform analysis, system structures, IIR and FIR filter design techniques, the discrete Fourier transform, fast Fourier transforms.

• Department: Electrical Engineering
• M 1:10 p.m.-3:40 p.m.
• None None-None
• Instructor: John Wright
  CULPA: 1 h-index: 44 Info
• 3 points

Aerospace Human Factors Engineering

Engineering fundamentals and experimental methods of human factors design and evaluation for spacecraft which incorporate human-in-the-loop control. Develop understanding of human factors specific to spacecraft design with human-in-the-loop control. Design of human factors experiments utilizing task analysis and user testing with quantitative evaluation metrics to develop a sate and high-performing operational space system. Human-centered design, functional allocation and automation, human sensory performance in the space environment, task analysis, human factors experimental methods and statistics, space vehicle displays and controls, situation awareness, workload, usability, manual piloting and handling qualities, human error analysis and prevention, and anthropometrics.

• Department: Mechanical Engineering
• M 4:10 p.m.-6:40 p.m.
• Instructor: Michael J Massimino
  Wikipedia Info
• 3 points

GLOBAL ENERGY: SECURITY/GEOPOL

The course focuses on the nexus between energy and security as it reveals in the policies and interaction of leading energy producers and consumers. Topics include: Hydrocarbons and search for stability and security in the Persian Gulf, Caspian basin, Eurasia, Africa and Latin America; Russia as a global energy player; Analysis of the impact of Russia's invasion of Ukraine on energy markets, global security, and the future of the energy transition; Role of natural gas in the world energy balance and European energy security; Transformation of the global energy governance structure; Role and evolution of the OPEC; Introduction into energy economics; Dynamics and fundamentals of the global energy markets; IOCs vs NOCs; Resource nationalism, cartels, sanctions and embargoes; Asia's growing energy needs and its geo-economic and strategic implications; Nuclear energy and challenges to non-proliferation regime; Alternative and renewable sources of energy; Climate change as one of the central challenges of the 21st century; Analysis of the policies, technologies, financial systems and markets needed to achieve climate goals. Climate change and attempts of environmental regulation; Decarbonization trends, international carbon regimes and search for optimal models of sustainable development. Special focus on implications of the shale revolution and technological innovations on U.S. energy security.

• Department: Political Science
• MW 10:10 a.m.-noon
• Instructor: Albert Bininachvili
  CULPA: 6 Info
• 3 points

Mythological Romanticism: Gods and Monst

The late eighteenth and early nineteenth centuries witnessed the explosion of Romanticism: a sweeping cultural movement that developed alongside—and deeply impacted—revolutions in politics, philosophy, industry, and the arts. Romanticism not only spanned multiple media (literature, visual art, music), but also was in essential ways a trans-national phenomenon, with rich cultural cross-pollinations among a number of countries and languages.

This course will introduce literary Romanticism as what William Hazlitt called “the spirit of the age,” primarily in the comparative contexts of Great Britain, Germany, and France. We will explore similar themes and concerns in some of the major writers in these traditions, and also ask what makes each “Romanticism” singular to its time and place. One particular thread for our inquiry will concern how writers confronted crisis and creativity in the religious sphere during a time of political upheaval. From the German Romantic Friedrich Schlegel’s call for a “new mythology,” to William Blake’s “Bible of Hell,” to Mary Shelley’s “modern Prometheus” and Victor Hugo’s wrestling with God and Satan, what new gods and monsters come to the fore in Romanticism, and what is their legacy today?

While our main focus will remain on Britain, Germany, and France, we will also glance at Romantic currents and legacies in other places and times. All readings will be provided in English translation, but students with reading knowledge of French and/or German are welcome (and encouraged!) to read texts in the original languages.

• Department: English and Comparative Literature
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Joseph Albernaz
  CULPA: 4 Info
• 3 points

ADVANCED LOGIC DESIGN

An introduction to modern digital system design. Advanced topics in digital logic: controller synthesis (Mealy and Moore machines); adders and multipliers; structured logic blocks (PLDs, PALs, ROMs); iterative circuits. Modern design methodology: register transfer level modelling (RTL); algorithmic state machines (ASMs); introduction to hardware description languages (VHDL or Verilog); system-level modelling and simulation; design examples.

• Department: Electrical Engineering
• TR 2:40 p.m.-3:55 p.m.
• None None-None
• Instructor: Mingoo Seok
  h-index: 31 Info
• 3 points

COMPUTER ARCHITECTURE

Focuses on advanced topics in computer architecture, illustrated by case studies from classic and modern processors. Fundamentals of quantitative analysis. Pipelining. Memory hierarchy design. Instruction-level and thread-level parallelism. Data-level parallelism and graphics processing units. Multiprocessors. Cache coherence. Interconnection networks. Multi-core processors and systems-on-chip. Platform architectures for embedded, mobile, and cloud computing.

• Department: Computer Science
• MW 10:10 a.m.-11:25 a.m.
• Instructor: Simha Sethumadhavan
  CULPA: 8 Info
• 3 points

American Modernism

This course approaches modernism as the varied literary responses to the cultural, technological, and political conditions of modernity in the United States.  The historical period from the turn of the century to the onset of World War II forms a backdrop for consideration of such authors as Getrude Stein, Willa Cather, Jean Toomer, Zora Neale Hurston, Ernest Hemingway, Ezra Pound, T.S. Eliot, Marianne Moore, F. Scott Fitzgerald, and Djuna Barnes.  Assigned readings will cover a range of genres, including novels, poetry, short stories, and contemporary essays.

• Department: English and Comparative Literature
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Rachel Adams
  CULPA: 16 Info
• 3 points

WETLANDS & CLIMATE CHANGE

Prerequisites: introductory biology or chemistry, or the instructors permission. Analysis of modern wetland dynamics and the important ecological, biogeochemical, and hydrological functions taking place in marshes, bogs, fens, and swamps, with a field emphasis. Wetlands as fossil repositories, the paleoenvironmental history they provide, and their role in the carbon cycle. Current wetland destruction, remediation attempts, and valuation. Laboratory analysis and field trips.

• Department: Earth and Environmental Sciences
• TR 10:10 a.m.-11:25 a.m.
• Instructor: Dorothy Peteet
  h-index: 38 Info
• 3 points

CHINA AND POLITICS OF DESIRE

A recent American newspaper headline announced that China has become “the most materialistic country the world.” Globally circulating narratives often interpret Chinese consumers’ demand for commodities as an attempt to fill a void left by the absence of the Maoist state, traditional religious life, and Western-style democracy. But things aren’t as simple as they appear. This course explores the intertwined questions of “Chinese” desire and the desire for China. Avoiding reductionist understandings of desire as either a universal natural human attribute or a particular Chinese cultural trait, we will track the production and management of desire within a complex global field. Drawing on ethnographies, films, short stories, and psychoanalytic and postcolonial theory, this course will explore the shifting figure of desire across the Maoist and post-Maoist eras by examining how academics, government officials, intellectuals, and artists have represented Chinese needs, wants and fantasies. From state leaders’ attempts to improve the “quality” of the country’s population to citizens’ dreams of home ownership, from sexualized desire to hunger for food, drugs and other commodities, we will attend to the continuities and disjunctures of recent Chinese history by tracking how desire in China has been conceptualized and refracted through local and global encounters.

• Department: Asian and Middle East @Barnard
• T 10:10 a.m.-noon
• Instructor: Nicholas A Bartlett
  CULPA: 5 Info
• 4 points

NAT SECURITY STRAT OF MID EAST

At the crossroads of three continents, the Middle East is home to many diverse peoples, with ancient and proud cultures, in varying stages of political and socio-economic development, often in conflict. Following the Arab Spring and subsequent upheaval in Egypt, Syria, Iraq, Yemen, Libya and more, the region is in a state of historic flux. The Sunni-Shia rivalry, especially between Saudi Arabia and Iran, growing Iranian-Israeli conflict, population explosion, poverty and authoritarian control, Russian ascendance and US retrenchment, are the primary regional drivers today. Together, these factors have transformed the Middle Eastern landscape, with great consequence for the national security of the countries of the region and their foreign relations. The primary source of the worlds energy resources, the Middle East remains the locus of the terror-WMD-fundamentalist nexus, which continues to pose a significant threat to both regional and international security. The course surveys the national security challenges facing the regions primary players (Egypt, Saudi Arabia, Iran, Iraq, Syria, Lebanon, Jordan, Israel, the Palestinians and Turkey,) and how the convolutions of recent years have affected them. Unlike many Middle East courses, which focus on US policy in the region, the course concentrates on the regional players perceptions of the threats and opportunities they face and the strategies they have adopted to deal with them. It thus provides an essential vantage point for those interested in gaining a deeper understanding of a region, which stands at the center of many of the foreign policy issues of our era. The course is designed for those with a general interest in the Middle East, especially those interested in national security issues, students of comparative politics and future practitioners, with an interest in real world international relations and national security.

• Department: Political Science
• T 10:10 a.m.-noon
• Instructor: Charles D Freilich
  CULPA: 2 Info
• 4 points

NMR BIOSOFTENG

This course is for junior/senior undergraduates and graduate (MS) students. The course focuses on the fundamentals of nuclear magnetic resonance (NMR) spectroscopy and imaging in fields ranging from biomedical engineering to electrochemical energy storage. Course material covers basic NMR theory, instrumentation (including in situ/operando setup), data interpretation, and experimental design to couple with other materials characterization strategies. Course grade based on problem sets, quizzes, and final project presentation.

• Department: Chemical Engineering
• MW 5:40 p.m.-6:55 p.m.
• Instructor: Lauren E Marbella
  Info
• 3 points

INTERNATIONAL POLITICAL ECONOMY

This course explores key frameworks and issue areas within international political economy. It examines the history and key characteristics of (economic) globalization, the theories of international cooperation, as well as the nature and role of international organizations (such as the World Trade Organization) in fostering trade and international economic cooperation. Furthermore, the course discusses the pros and cons of globalization and its implications on domestic policies of nation-states, with a particular focus on the tensions globalization creates and the lines of cleavages between winners and losers from globalization. Finally, the course reflects on the future of globalization and international trade and the challenges faced by national and supranational policy makers.

• Department: Political Science
• TR 2:40 p.m.-3:55 p.m.
• Instructor: Davit Sahakyan
  CULPA: 1 Info
• 4 points

INT'L POLITICAL ECONOMY-DISC

This is the required discussion section for 
POLS GU4865.

• Department: Political Science
• T 4:10 p.m.-5 p.m.
• M 6:10 p.m.-7 p.m.
• Instructor: Anna L Garner
  Info
• Instructor: Emiliano Cabrera
  Info
• 0 points

SYSTEM-ON-CHIP PLATFORMS

Design and programming of System-on-Chip (SoC) platforms. Topics include: overview of technology and economic trends, methodologies and supporting CAD tools for system-level design, models of computation, the SystemC language, transaction-level modeling, software simulation and virtual platforms, hardware-software partitioning, high-level synthesis, system programming and device drivers, on-chip communication, memory organization, power management and optimization, integration of programmable processor cores and specialized accelerators. Case studies of modern SoC platforms for various classes of applications.

• Department: Computer Science
• TR 11:40 a.m.-12:55 p.m.
• Instructor: Luca Carloni
  CULPA: 2 Wikipedia h-index: 45 Info
• 3 points

CONSTRUCTION ECOLOGIES

• Department: Architecture, Planning and Preservation
• W 9 a.m.-11 a.m.
• Instructor: Thomas Schaperkotter
  Info
• 3 points

HISTORY OF MODERN CHINA I

China’s transformation under its last imperial rulers, with special emphasis on economic, legal, political, and cultural change.

• Department: East Asian Languages and Cultures
• TR 4:10 p.m.-5:25 p.m.
• 3 points

STABLE ISOTOPE GEOCHEMISTRY

Prerequisites: introductory chemistry and earth science coursework. Prerequisites: Introductory Chemistry and Earth Science coursework. Given in alternate years. This class will be an introduction to the field of stable isotope geochemistry and its application to understanding current and past environmental processes. The utility of stable isotopes as tracers will be examined with respect to the disciplines of hydrology, oceanography,paleoclimatology, paleoceanography, landscape evolution, carbon cycle and nitrogen cycle dynamics. We will focus on the stable isotopes of hydrogen, carbon, oxygen, nitrogen in water, ice, carbonates and organic compounds and why they fractionate in the environment. The theoretical background for isotope fractionation will be discussed in class. Radiocarbon as a tracer and dating tool will also be reviewed. In addition, the mechanics of how mass spectrometers analyze different isotope ratios will be explored in class and during experiments in the laboratory. Additional key parts of the class will be a review of paper or laboratory report and student-lead reviews of published papers on relevant topics.

• Department: Earth and Environmental Sciences
• TR 8:40 a.m.-9:55 a.m.
• Instructor: Braddock Linsley
  h-index: 42 Info
• 3 points

DATA VIS 4 ARCH, URB, HUM

• Department: Architecture, Planning and Preservation
• F 9 a.m.-11 a.m.
• Instructor: Jia Zhang
  Info
• 3 points

SPATIAL UX

• Department: Architecture, Planning and Preservation
• R 11 a.m.-1 p.m.
• Instructor: Violet Whitney
  Info
• 3 points

THE BILDUNGSROMAN: COMING OF AGE IN THE

The bildungsroman is the modern, realist version of the hero’s quest. Instead of slaying dragons and weaving spells, the protagonist of the bildungsroman struggles with what it means to become an adult – or to refuse to. Also known as the novel of development or coming-of-age novel, the bildungsroman typically focuses on growth and development, the cultivation of the self, and the tensions between individual and society, idealism and realism, dreamy inertia and future-oriented action.

The reading list spans coming-of-age novels from Germany, France, England, and the United States, from the 1790s through the 2010s. Lectures will focus on the novel as a literary form in dialogue with other literary works; with historical events; and with ideas drawn from philosophy, psychology, and sociology.

The course will address questions that include: what is society, what is a self, and what is the shape of a human life? What fosters human development and what thwarts it? How do coming-of-age novels engage with social norms concerning love, work, personhood, and maturity? The earliest novels of development focused on the dilemmas faced by white, middle-class men; how have subsequent works represented the challenges that non-dominant subjects encounter?

This is a 3-point lecture course. In accordance with university guidelines, you should expect to spend about six hours per week outside of class doing the course reading, which will consist entirely of novels and vary from ~150 to ~300 pages per week.

• Department: English and Comparative Literature
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Sharon Marcus
  CULPA: 8 Wikipedia h-index: 19 Info
• 3 points

THE BILDUNGSROMAN: COMING OF AGE IN THE

The bildungsroman is the modern, realist version of the hero’s quest. Instead of slaying dragons and weaving spells, the protagonist of the bildungsroman struggles with what it means to become an adult – or to refuse to. Also known as the novel of development or coming-of-age novel, the bildungsroman typically focuses on growth and development, the cultivation of the self, and the tensions between individual and society, idealism and realism, dreamy inertia and future-oriented action.

The reading list spans coming-of-age novels from Germany, France, England, and the United States, from the 1790s through the 2010s. Lectures will focus on the novel as a literary form in dialogue with other literary works; with historical events; and with ideas drawn from philosophy, psychology, and sociology.

The course will address questions that include: what is society, what is a self, and what is the shape of a human life? What fosters human development and what thwarts it? How do coming-of-age novels engage with social norms concerning love, work, personhood, and maturity? The earliest novels of development focused on the dilemmas faced by white, middle-class men; how have subsequent works represented the challenges that non-dominant subjects encounter?

This is a 3-point lecture course. In accordance with university guidelines, you should expect to spend about six hours per week outside of class doing the course reading, which will consist entirely of novels and vary from ~150 to ~300 pages per week.

• Department: Auditing
• TR 6:10 p.m.-7:25 p.m.
• Instructor: Sharon Marcus
  CULPA: 8 Wikipedia h-index: 19 Info
• 0 points

Research Training

Research training course. Recommended in preparation for laboratory related research.

• Department: Biomedical Engineering
• Instructor: Gerard A Ateshian
  Info
• Instructor: Tal Danino
  Wikipedia h-index: 18 Info
• Instructor: X. Edward Guo
  CULPA: 2 h-index: 70 Info
• Instructor: Henry Hess
  CULPA: 1 h-index: 45 Info
• Instructor: Elizabeth Hillman
  Wikipedia h-index: 48 Info
• Instructor: Clark T Hung
  CULPA: 5 h-index: 65 Info
• Instructor: Christoph Juchem
  CULPA: 1 h-index: 23 Info
• Instructor: Lance Kam
  CULPA: 7 h-index: 38 Info
• Instructor: Andrew Laine
  Wikipedia h-index: 43 Info
• Instructor: Elisa Konofagou
  Wikipedia h-index: 71 Info
• Instructor: Kam W Leong
  h-index: 126 Info
• Instructor: Helen Lu
  CULPA: 1 h-index: 54 Info
• Instructor: Barclay Morrison
  CULPA: 9 h-index: 42 Info
• Instructor: Elizabeth Olson
  h-index: 28 Info
• Instructor: Paul Sajda
  CULPA: 3 h-index: 47 Info
• Instructor: Samuel Sia
  CULPA: 1 h-index: 39 Info
• Instructor: Stavros Thomopoulos
  h-index: 63 Info
• Instructor: John T Vaughan
  Info
• Instructor: Gordana Vunjak-Novakovic
  Wikipedia h-index: 132 Info
• 0 points