Prerequisites: Any introductory course in linear algebra and any introductory course in statistics are both required. Highly recommended: COMS W4701 or knowledge of Artificial Intelligence.
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.
(Lecture). This class is designed to interrogate the genre-boundary that has traditionally separated visionary writings from dramatic ones in the study of English medieval literature. Although this separation has long existed in scholarship, it is deeply problematic, and produces an understanding of the relationship between private devotion and publically performed religious ritual that is untenable, and does considerable violence to our understanding of the medieval imagination. As we will see, notionally "private" visionary writings and notionally "public" dramatic writings have a great deal in common, not just in terms of their overt content, but also in terms of their formal construction, their poetic devices, their favorite rhetorical maneuvers, and their articulated relationship with history and English literature. The works we will read this term are all phenomenally strange, many of them extremely difficult because of their unfamiliarity. For this reason, we will divide the semester into three sections: the first will deal with the famous medieval cycle dramas, which narrate events from the New Testament. The second section will transition to examine three important visionary texts that were written between 1370 and 1430, contemporaneous with the efflorescence of dramatic composition and performance in England, and two late Antique visionary texts that inspired them. The final section of class will turn to examine the so-called "morality plays," which emerge just slightly after the cycle dramas and after the visionary works we will have read. Since all of these works are linguistically challenging, we will work with translations in certain instances (Piers Plowman, Julian of Norwich, Margery Kempe). For all of the other works, we will be reading in Middle English, but you are welcome to consult translations, online summaries, or anything else that helps you get up to speed on what´s going on in the plays. Bear in mind, however, that your midterm and final will be based on the Middle English texts, so you do need to make a serious effort to read them (except in the case of Piers Plowman, which will be in modern English).
The course is organized around a series of select conceptual and historical topics and themes. We begin with a discussion of how to define “global history” itself, including the genealogy of this and allied terms, and their value as heuristic categories. We then move on to a series of topics, including: the international politics of infrastructure and of development; curing and caring, the environment and the politics of the body in comparative perspective; and finally, debates over international intellectual property rights and questions of secrecy and transparency in scientific research. Through these examples we aim to investigate the ways in which STM were variously adopted, reconfigured or resisted around the world and how they, in turn, might shape our understanding of the different norms and paradigms in STM studies itself.
(Lecture). When people talk about the “rise” of the novel, where do they imagine it rose from and to? We will read some of eighteenth-century Britain's major canonical fictions alongside short critical selections that provide vocabularies for talking about the techniques of realism and the connections between literature, history and culture; other topics for discussion include identity, sex, families, politics— in short, all the good stuff.
Prerequisites: (ELEN E3801)
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.
Prerequisites: Two years of Sanskrit or the instructor's permission.
The two levels of advanced Sanskrit are given in alternate years. In 2015-2016, court literature (fall) and literary criticism (spring) will be offered; in 2016-2017, philosophy. Close reading of major works, exploring both philological and literary-theoretical aspects of the texts. No P/D/F or R credit is allowed for this class. No P/D/F or R credit is allowed for this class.
Prerequisites: introductory biology or chemistry, or the instructor's 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.
In recent years, acts of terrorism have been carried out by an increasingly diverse array of actors, ranging from states and formal terrorist organizations to informal networks and individual attackers. This course seeks to examine the full spectrum terrorist perpetrators, addressing both their internal dynamics as well as relationships between these actors. The course provides a conceptual and theoretical overview of these diverse actors; explores their emergence, modus operandi, and decline; delves into historical and contemporary case studies; and highlights relevant policy discussions. Topics include state terrorism and state sponsorship; the rise and decline of terrorist groups; terrorist tactics and innovation; leadership and targeted killings; informal terrorist networks; foreign fighters; ideology and martyrom; radicalization and countering violent extremism; terrorist entrepreneurs; individual terrorism and 'lone wolves'; and cooperation and competition between terrorist actors.
This seminar examines modern world history through the lens of Hong Kong. Through readings, discussions, lectures, and a final paper, we will investigate Hong Kong’s outsized historical impact on the world—from its seizure by British forces during the First Opium War to its 1997 handover to the People’s Republic of China. We will dig into Hong Kong’s dramatic evolutions over this century and a half, from an entrepôt and migration hub to a manufacturing powerhouse and financial center. This agenda will also offer us new perspectives on the history of global capitalism and push us to interweave traditionally disconnected histories, such as that of the opium trade, the Chinese diaspora, modern Chinese politics, the Cold War and decolonization, neoliberal globalization, and China’s post-1978 development.
Prerequisites: Course is aimed at senior undergraduate and graduate students.
Introduces the science fundamentals and the policies and regulations that govern the cleanup of sites contaminated with hazardous materials and discusses the processes used for their treatment and safe disposal. Covers the methods used to investigate the extent of contamination in soil and groundwater and to quantify the impacts on human health and the environment. Uses case studies from current projects to illustrate the application of state-of-the-art technologies used to address different categories of contaminants (metals, volatile organics, semivolatiles) in order to reinforce the concepts covered. Applies basic concepts in the chemical engineering curriculum (such as material balances, thermodynamics, transport phenomena, unit operations, applied chemistry, engineering economics) to specific approaches utilized in characterizing the fate and transport of contaminants and for designing the engineering processes utilized for their treatment.
Prerequisites:
ECON W3211, W3213; STAT 1201.
Standard economic theory seeks to explain human behavior (especially in "economic" settings, such as markets) in terms of rational choice, which means that the choices that are made can be predicted on the basis of what would best serve some coherent objective, under an objectively correct understanding of the predictable consequences of alternative actions. Observed behavior often seems difficult to reconcile with a strong form of this theory, even if incentives clearly have some influence on behavior; and the course will discuss empirical evidence (both from laboratory experiments and observations "in the field") for some well-established "anomalies." But beyond simply cataloguing anomalies for the standard theory, the course will consider the extent to which departures from a strong version of rational choice theory can be understood as reflecting cognitive processes that are also evident in other domains such as sensory perception; examples from visual perception will receive particular attention. And in addition to describing what is known about how the underlying mechanisms work (something that is understood in more detail in sensory contexts than in the case of value-based decision making), the course will consider the extent to which such mechanisms --- while "suboptimal" from a normative standpoint that treats perfect knowledge of one's situation as costless and automatic --- might actually represent efficient uses of the limited information and bounded information-processing resources available to actual people (or other organisms). Thus the course will consider both ways in which the realism of economic analysis may be improved by taking into account cognitive processes, and ways in which understanding of cognitive processes might be advanced by considering the "economic" problem of efficient use of limited (cognitive) resources.
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 and verification, software simulation and virtual platforms, FPGA prototyping, models of computation, the SystemC language, transaction-level modeling, hardware-software partitioning, high-level synthesis, memory organization, device drivers, on-chip communication architectures, power management and optimization, integration of programmable cores and specialized accelerators. Case studies of modern SoC platforms for various classes of applications.
China’s transformation under its last imperial rulers, with special emphasis on economic, legal, political, and cultural change.
This course covers image formation, methods of analysis, and representation of digital images. Measures of qualitative performance in the context of clinical imaging. Algorithms fundamental to the construction of medical images via methods of computed tomography, magnetic resonance, and ultrasound. Algorithms and methods for the enhancement and quantification of specific features of clinical importance in each of these modalities.
Survey of the causes of war and peace, functions of military strategy, interaction of political ends and military means. Emphasis on 20th-century conflicts; nuclear deterrence; economic, technological, and moral aspects of strategy; crisis management; and institutional norms and mechanisms for promoting stability.
The course seeks to combine critical reflection with practical application. It encourages students to take a birdsâeye view on the UN human rights system, its challenges and the need for reform. The main research project will focus on the question of impact of Special Procedures and strategies to improve their effectiveness. At the same time, the course will bring in the perspectives of advocates who seek to make the most of the system as it currently exists and discuss their strategies for advocacy. The course seeks to convey an understanding of the different interests and strategies at play and will bring human rights bodies to life through role plays, debates and practical assignments. We will explore different types of presentation and writing through these assignments designed to develop practical advocacy skills through experiential learning.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: Approval by a faculty member who agrees to supervise the work.
Independent work involving experiments, computer programming, analytical investigation, or engineering design.
Prerequisites: (APMA E4200) and (APMA E4204) or their equivalents.
Corequisites: APMA E4200,APMA E4204
This course is required for, and can be taken only by, all applied mathematics majors in the junior year. Introductory seminars on problems and techniques in applied mathematics. Typical topics are nonlinear dynamics, scientific computation, economics, operation research, etc.
This course is required for, and can be taken only by, all applied physics majors and minors in the junior year. Discussion of specific and self-contained problems in areas such as applied electrodynamics, physics of solids, and plasma physics. Topics change yearly.
Prerequisites: the instructor's permission.
Topics chosen in consultation between members of the staff and students.
Prerequisites: (APMA E4200) and (APMA E4204) or their equivalents.
Corequisites: APMA E4200,APMA E4204
For 4 pts. credit, term paper required. This course is required for all applied mathematics majors in the senior year. Examples of problem areas are nonlinear dynamics, asymptotics, approximation theory, numerical methods, etc. Approximately three problem areas are studies per term.
This course is required for, and can be taken only by, all applied physics majors in the senior year. Discussion of specific and self-contained problems in areas such as applied electrodynamics, physics of solids, and plasma physics. Formal presentation of a term paper required. Topics change yearly.
Prerequisites:
LING W3101.
Syntax - the combination of words - has been at the center of the Chomskyan revolution in Linguistics. This is a technical course which examines modern formal theories of syntax, focusing on later versions of generative syntax (Government and Binding) with secondary attention to alternative models (HPSG, Categorial Grammar).
For more than forty years, second language acquisition (SLA) has been emerging as an independent field of inquiry with its own research agenda and theoretical paradigms. The study of SLA is inherently interdisciplinary, as it draws on scholarship from the fields of linguistics, psychology, education, and sociology. This course explores how Chinese is acquired by non-native speakers. Students will learn about general phenomena and patterns during the process of acquiring a new language. They will become familiar with important core concepts, theoretical frameworks, and research practices of the field of SLA, with Chinese as the linguistic focus.
Ranging from ancient chronicles and saints’ lives to the emergence of modern subjectivity, the rise of the diary, the novel and the bureaucratic questionnaire, this course explores how historians across the ages have written about people’s lives. It asks what has happened to the notion of a life as a moral example, the changing value of ‘experience’ and the ‘ordinary person’, and charts how democracy altered the sense of what was worth recording and commemorating. It draws for its sources on a very wide range of cultures and epochs and concludes by asking the student to conduct their own life history research.
Prerequisites: introductory biology sequence, including organismal biology.
A survey of vascular plants with emphasis on features of greatest utility in identifying plants in the field to the family level. This will be coupled with a survey of the major plant communities of northeastern North America and the characteristic species found in each. The course will consist of one lecture and one laboratory per week with several lab sessions extended to accommodate field trips to local and regional natural areas.
Prerequisites: the instructor's permission.
An advanced film theory “workshop” in which we shall avoid reading film theory in favor of a selection of other texts, taken mainly from the domains of art history, philosophy, and literature. Our central question will be: What can filmmakers and film theorists learn from discourses about vision and its relation to narrative that pre-date the cinema, or that consider the cinema only marginally?
Advanced Turkish I is designed to use authentic Turkish materials around projects that are chosen by the student in a research seminar format where students conduct their own research and share it in class in a friendly atmosphere. No P/D/F or R credit is allowed for this class.
Prerequisites: four years of college Russian or the equivalent.
Workshop in literary translation from Russian into English focusing on the practical problems of the craft. Each student submits a translation of a literary text for group study and criticism. The aim is to produce translations of publishable quality.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in microeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in microeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in microeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in microeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in microeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in microeconomics. Selected topics will be posted on the department's webpage.
(Lecture). Our engagement with technology entails political, not just instrumental choices. Email clients, social networks, and word processors have a profound effect on the way we relate to each other: work, organize, relax, or make art. Yet, we rarely have a chance to reflect on the civic, cultural virtues implicit in numerous everyday acts of computation: connecting to a wi-fi access point, sending a text message, or sharing a photograph online. , This course will introduce humanities students to foundational concepts in computer literacy. We will pry open many “black boxes”---personal computers, routers, mobile phones---to learn not just how they work, but to interrogate them critically. Readings in ethics, philosophy, media history, and critical theory will ground our practical explorations. , This course advances research in computational culture studies understood both as the study of computational culture and as computational approaches to the study of culture and society. In addition to traditional reading, discussion, and writing components of the class, participants are expected to work on a semester-long data-driven lab-based research project. Students and scholars from any field, at any stage of their academic or professional career, and at all levels of technical and critical proficiency are welcome to attend.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in macroeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in macroeconomics. Selected topics will be posted on the department's webpage.
Prerequisites:
ECON W3211
,
W3213
,
W3412
. Registration information is posted on the department's Seminar Sign-up webpage.
Selected topics in macroeconomics. Selected topics will be posted on the department's webpage.
The course will explore the often-contested terrain of urban contexts, looking at cities fron architectural, sociological, historical, and political positions. What do rights have to do with the city? Can the ancient idea of a "right to the city" tell us something fundamental about both rights and cities? Our notion of citizenship is based in the understanding of a city as a community, and yet today why do millions of people live in cities without citizenship? The course will be organized thematically in order to discuss such issues as the consequences of cities' developments in relation to their peripheries beginning with the normative idea of urban boundaries deriving from fortifying walls, debates around the public sphere, nomadic architecture and urbanism, informal settlements such as slums and shantytowns, surveillance and control in urban centers, refugees and the places they live, catastrophes natural and man-made and reconstruction, and sovereign areas within cities the United Nations, War Crimes Tribunals. At the heart of our inquiry will be an investigation of the ways in which rights within urban contexts are either granted or withheld.
Prerequisites:
ECON 3211
,
W3213
,
W3412
, and sign-up in the department's office. Registration information is posted on the department's Seminar Sign-up webpage.
Analyzing data in a more in-depth fashion than in
ECON W3412
. Additional estimation techniques include limited dependent variable and simultaneous equation models. Go to the department's undergraduate
Seminar Description
webpage for a detailed description.