Further study of areas such as communication protocols and architectures, flow and congestion control in data networks, performance evaluation in integrated networks. Content varies from year to year, and different topics rotate through the course numbers 6770 to 6779.
This intensive two-day workshop examines North Korea’s nuclear program within the broader security dynamics of the Indo-Pacific region. Students will explore how North Korea’s ambitions intersect with U.S.-China strategic competition and the evolving roles of Japan, South Korea, India, and other regional actors. Topics include extended deterrence, crisis escalation, alliance management, economic statecraft, and the linkage between Korean Peninsula security and Taiwan Strait tensions.
To register for this course, you must join the waitlist in Vergil and submit an application:
https://forms.gle/t6ZxptA5YyB6cd6RA
.
Health Communication has emerged as an important field of theory, research, and practice in the 21st century. As recognized by several public health and global health agendas, well-designed and implemented health communication interventions can have a positive impact on public health and health care outcomes, as well as health equity. This course will introduce students to the field of Health Communication theory and practice, and its key action areas. It will prepare them to design, implement and evaluate health communication interventions within a systematic, participatory, engaging, process-oriented, and multidisciplinary framework that aims at behavioral, social, and organizational results and ultimately, improved public health outcomes.
As health communication is grounded in many theories and principles (e.g., behavioral and social change, marketing, intergroup, sociology, anthropology, cultural-centered and positive deviance theory, mass media and new media theory, medical models, community organizing, social networks, etc.) that are also shared by other disciplines in the public health, health care, and community development fields, these theories will be briefly reviewed as part of session two in relation to their specific application to health communication theory and practice. The planning frameworks and practical exercises included in this course are specific to the field of health communication and provide students with core competencies and skills for future work in health communication within the nonprofit, corporate, academic, and government sectors both in the United States and globally.
During this course, students will be introduced to the methods and techniques of creating infographics and data visualizations. They will learn about storytelling and how to create various charts using Tableau Desktop software. Students will also learn the practical aspects of managing a public health data visualization project. Tableau is becoming widely used and is now also connectable to the “big 4” SPSS/SAS/STAT/R, as such it is an essential data analytics tool for understanding and manipulating data for public health. Students will learn methodologies on how to approach public health data to create data visualizations that display statistics in a compelling form in Tableau. This hands-on introductory course will teach students to develop meaningful public health data stories that reveal insights. Students will utilize health data to tell visual stories and develop an aesthetic for presenting their findings to a lay audience.
Trees shadow the human in faceless fashion. They mark of a form of deep-time (like Darwin’s tree of Life), record and respond to ecological devastation and abundance. Symbolic of the strange proximity of the divine, trees figure as alter-egos or doubles for human lives and their after lives (in figures like the trees of life and salvation, trees of wisdom and knowledge, genealogical trees, et al). As prostheses of thought and knowledge they become synonymous with structure and form, supports for linguistic and other genres of mapping, and markers of organization and reading (Moretti). As key sources of energy, that is, as food-procurers, wood, and coal (from the Carboniferous period), trees –as we know them today -- are direct correlates with the rise of the Anthropocene. This course turns to trees as shadows and shade: that is to trees as coerced doubles of the human and as entry ways to an other-world that figures at the limits of thought and language. Part eco-criticism, part philosophy, this course will begin by coupling medieval literary texts with theoretical works, but will expand (and contract) to other time periods and geographic locales. An undercurrent of the course is the relation of trees to language, knowledge, democracy, aesthetics, indigeneity, colonization, and religion.
This course introduces the fundamental concepts and problems of international human rights law. What are the origins of modern human rights law? What is the substance of this law, who is obligated by it, and how is it enforced? The course will cover the major international human rights treaties and mechanisms and consider some of todays most significant human rights issues and controversies. While the topics are necessarily law-related, the course will assume no prior exposure to legal studies.
MIA & MPA Ethics Core.
This course investigates how ethical considerations shape, complicate, and often introduce dilemmas into the work of policymaking. It asks what justice, democracy, and responsibility demand in concrete policy contexts—should political leaders prioritize stability or accountability in post-conflict settings? Should elected officials follow their moral convictions even when doing so goes against the preferences of their constituents? Should public servants uphold the law when it conflicts with their moral principles? When is it right to work within flawed systems to achieve change, and when is it better to act from the outside? Through a mix of theoretical readings and case studies, students will learn to balance political, institutional, and ethical considerations, develop arguments for their moral choices, and advocate effectively for their policy decisions. The course is designed to cultivate reflective practitioners who can identify moral dilemmas in public policy, weigh competing values, and articulate their ethical positions in ways that are both critical and constructive.
Prerequisites: the instructors permission prior to registration. Issues and problems in theory of international politics; systems theories and the current international system; the domestic sources of foreign policy and theories of decision making; transnational forces, the balance of power, and alliances.
Musicals, especially those that have traditionally originated on Broadway, are complex pieces of machinery that are designed to produce a variety of energies in the theater. When taken collectively, those energies constitute the aesthetic of the experience. As with plays, stage managers are charged with coordinating all of a musical’s production elements. However, stage managers should also be able to view a musical from every angle; that is, read it intelligently and analyze it dramatically so they can accurately gauge their contribution to the overall aesthetic. This course seeks to provide stage managers with a customized template to do that: in other words, how to connect what’s on the page and the stage to their own standard methodologies, cue calling, and the CEO/COO perspective. In the contemporary professional landscape, these are important tools that will help them optimize their work on musicals.
The term “digital humanities” (DH) has long been used to describe scholarship at the intersection of digital technologies and humanities disciplines. Although initially characterized by quantitative analysis and number-crunching, DH today enjoys a far broader mandate encompassing new fields like software studies, data visualization, critical code studies, and more. This course proposes to ride the wave of these developments.
Specifically, it explores how coding can be harnessed to the disciplines of film and media studies. Over the past few years, developments in generative AI have placed basic coding expertise within the reach of all. But what possibilities open up from these changes? Over the course of over a dozen weeks, students in this class will learn ways in which coding can help refine and reimagine traditional scholarly agendas (e.g., film analysis, media industry studies, archival restoration, etc.). But the class also shows how coding opens up entirely new ways of working with media as objects of study.
When asking a Chinese citizen about a particularly puzzling aspect of China’s economy, the response will sometimes be
“
这是中国特色的“ or this is the Chinese way of doing things. In this course, we will think deeply about what exactly that means in terms of how China’s macro-economy and financial system operates and what are the policy implications for those differences. This course has three distinguishing characteristics: i. It uses modern tools from macroeconomics and finance to analyze the Chinese economy; ii. It compares and contrasts the Chinese economy with the United States as a way of highlighting what makes the Chinese economy (and incidentally the US economy) special; and iii. It treats a country like a company using methods from finance, accounting and management to shed new light on macroeconomic questions. While the focus of the course is, of course China, what students will also learn is how to think more broadly about all emerging economies. Many scholars have written about the significant steps in China’s development process since 1978. Wu Jinglian (2005) or Barry Naughton (2007 – see below), for example, provides excellent step-by-step descriptions of China’s remarkable path of economic progress from both before and after that critical year. This course takes a different approach from that very worthwhile historical/institutional approach in that it asks which tools from the modern economics and finance toolbox can and cannot be used to understand the Chinese economy and financial system. There will be both quantitative and qualitative aspects involved in our pursuit of that understanding. Every lecture will have a theory component, policy discussion component and data analytic component. By the completion of this course, students will know how to work with data related to the Chinese economy and how to go about thinking analytically about China’s economy and financial system. This will allow the student to intelligently answer challenging questions related to China’s current and future economic/financial circumstance.
Prerequisites: the instructor's permission. This course will help guide E3B Ph.D. students towards candidacy by teaching them the skills necessary to be effective and independent scientists. Students will conduct an extensive literature review, write a preliminary dissertation proposal, and present their research ideas to the group on multiple occasions. Students will learn how to give and receive constructive written and oral feedback on their work.
MIA International Law Core.
This course introduces students to the foundational concepts and contemporary practice of public international law through real-world scenarios and current global developments. Each session blends structured legal instruction with scenario-based simulations, helping students connect abstract legal norms to strategic thinking, negotiation, and policy analysis. Designed for students without a legal background, the course emphasizes the practical relevance of international law to global governance, diplomacy, and transnational challenges.
Students will explore key elements such as treaty law, statehood, legal responsibilities of states and international organizations, and the creation of international norms. These core topics are examined in relation to major policy areas, including human rights, climate and the environment, global health, peace and conflict, and digital governance. Through interactive simulations, collaborative analysis, and case-based exercises, the course equips students with the knowledge and tools to engage with legal frameworks critically and apply legal reasoning to complex global issues.
Economic statecraft, or the use of economic policy instruments in attempts at influence, has become increasingly germane to international diplomacy and security. China has developed from a target of economic statecraft, as seen in sanctions on China after the Tiananmen crackdown in 1989, to an active user of economic statecraft. This course traces that shift, including China’s entry into the World Trade Organization in 2001, increasing participation in multilateral sanctions on other states, and accelerated trade and investments with all regions of the world. We will review different forms and possible drivers of China’s economic statecraft, such as China’s deployment of restrictions on trade and tourism, consumer boycotts, and the launch of the Belt and Road Initiative in 2013. We then consider the effectiveness of China’s economic statecraft, including the reactions of foreign governments, public opinion, and international organizations, and the intersection of economic statecraft and identity issues. Students will be able to identify change and continuity in China’s approach toward economic statecraft, conceptualize and evaluate the causes and consequences of economic statecraft in written essays and a group debate, and develop expertise on specific issue areas and countries in relation to China’s economic statecraft.
This required Visual Arts core MFA curriculum course, comprising two parts, allows MFA students to deeply engage with and learn directly from a wide variety of working artists who visit the program each year.
Lecture Series
The lecture component, taught by an adjunct faculty member with a background in art history and/or curatorial studies, consists of lectures and individual studio visits by visiting artists and critics over the course of the academic year. The series is programmed by a panel of graduate Visual Arts students under the professor's close guidance. Invitations are extended to artists whose practice reflects the interests, mediums, and working methods of MFA students and the program. Weekly readings assigned by the professor provide context for upcoming visitors. Other course assignments include researching and preparing introductions and discussion questions for each of the visitors. Undergraduate students enrolled in Visual Arts courses are encouraged to attend and graduate students in Columbia's Department of Art History are also invited. Following each class-period the conversation continues informally at a reception for the visitor. Studio visits with Visual Arts MFA students take place on or around the week of the artist or critic's lecture and are coordinated and assigned by lottery by the professor.
Artist Mentorship
The Artist-Mentor component allows a close and focused relationship to form between a core group of ten to fifteen students and their mentor. Students are assigned two mentors who they meet with each semester in two separate one-week workshops. The content of each workshop varies according to the Mentors’ areas of expertise and the needs of the students. Mentor weeks can include individual critiques, group critiques, studio visits, visits to galleries, other artist's studios, museums, special site visits, readings, and writing workshops. Here are a few descriptions from recent mentors:
• During Mentor Week we will individually and collectively examine our assumptions and notions about art. What shapes our needs and expectations as artists and the impact of what we do?
• Our week will include visits to exhibition spaces to observe how the public engages the art. Throughout, we will consider art's ability to have real life consequences and the public's desire to personally engage with and experience art without mediation.
• The week will be conducted in two parts, f
Introduction to the theory and practice of formal methods for the design and analysis of correct (i.e. bug-free) concurrent and embedded hardware/software systems. Topics include temporal logics; model checking; deadlock and liveness issues; fairness; satisfiability (SAT) checkers; binary decision diagrams (BDDs); abstraction techniques; introduction to commercial formal verification tools. Industrial state-of-art, case studies and experiences: software analysis (C/C++/Java), hardware verification (RTL).
This graduate seminar course provides an overview of modern and contemporary Japanese foreign policy and the strategy behind its engagement with the world. It examines the following questions: What are the key determinants of Japanese foreign policy, and how have they evolved over time? How should Japan approach, navigate, and shape the increasingly uncertain strategic environment in the Indo-Pacific in the years ahead, including China’s growing power, the shifting role of the U.S.-Japan alliance, and the intensifying great power rivalry? In the first few weeks of the course, we will cover the making of modern Japan and the enduring themes that have long animated Japan’s strategic thinking. In the following weeks, we will survey Japan’s foreign policies toward key countries and regions while discussing topics relevant to the respective relationships, such as security, trade, identity, historical memory, and values and norms. Each week, we will identify Japan’s ends, ways, and means in its approach to a particular region or issue and end our class by discussing current policy questions Japan faces.
Advanced topics in signal processing, such as multidimensional signal processing, image feature extraction, image/video editing and indexing, advanced digital filter design, multirate signal processing, adaptive signal processing, and wave-form coding of signals. Content varies from year to year, and different topics rotate through the course numbers 6880 to 6889.
Advanced topics in signal processing, such as multidimensional signal processing, image feature extraction, image/video editing and indexing, advanced digital filter design, multirate signal processing, adaptive signal processing, and wave-form coding of signals. Content varies from year to year, and different topics rotate through the course numbers 6880 to 6889.
Advanced topics in signal processing, such as multidimensional signal processing, image feature extraction, image/video editing and indexing, advanced digital filter design, multirate signal processing, adaptive signal processing, and wave-form coding of signals. Content varies from year to year, and different topics rotate through the course numbers 6880 to 6889.
Advanced topics spanning electrical engineering and computer science such as speech processing and recognition, image and multimedia content analysis, and other areas drawing on signal processing, information theory, machine learning, pattern recognition, and related topics. Content varies from year to year, and different topics rotate through the course numbers 6890 to 6899.
Advanced topics spanning electrical engineering and computer science such as speech processing and recognition, image and multimedia content analysis, and other areas drawing on signal processing, information theory, machine learning, pattern recognition, and related topics. Content varies from year to year, and different topics rotate through the course numbers 6890 to 6899. Topic: Big Data Analytics.
Advanced topics spanning electrical engineering and computer science such as speech processing and recognition, image and multimedia content analysis, and other areas drawing on signal processing, information theory, machine learning, pattern recognition, and related topics. Content varies from year to year, and different topics rotate through the course numbers 6890 to 6899. Topic: Big Data Analytics.
Advanced topics spanning electrical engineering and computer science such as speech processing and recognition, image and multimedia content analysis, and other areas drawing on signal processing, information theory, machine learning, pattern recognition, and related topics. Content varies from year to year, and different topics rotate through the course numbers 6890 to 6899.
Advanced topics spanning electrical engineering and computer science such as speech processing and recognition, image and multimedia content analysis, and other areas drawing on signal processing, information theory, machine learning, pattern recognition, and related topics. Content varies from year to year, and different topics rotate through the course numbers 6890 to 6899. Topic: Quantum Computing and Communication.
Software or hardware projects in computer science. Before registering, the student must submit a written proposal to the instructor for review. The proposal should give a brief outline of the project, estimated schedule of completion, and computer resources needed. Oral and written reports are required. May be taken over more than one semester, in which case the grade will be deferred until all 12 points have been completed. No more than 12 points of COMS E6901 may be taken. Consult the department for section assignment.
Selected topics in electrical and computer engineering. Content varies from year to year, and different topics rotate through the course numbers 6900 to 6909.
Prerequisites: ECON G6211 and ECON G6212 or the instructors permission. This course covers topics at the frontier of international trade research, placing an emphasis on theory. Previous topics include: trade patterns, offshoring, inequality, unemployment, trade and matching, firm organization, and trade policy.
How can we define the image in the digital age? Can we (still) believe our eyes? What is underneath the image? As we will see in this course, these fundamental questions are not new within the history of media. Through the ages, the image has been questioned and redefined as image, surface, visual representation, index, etc. Philosopher Vilém Flusser once remarked that the composite essence of digital technology was already embedded in photography because the photographic image is an image composed of points, which the human eye synthesizes into an image. This course revisits Flusser’s notion of the “technical image” and proposes to rethink the image beyond its visual dimensions, from the perspectival image of the Renaissance to the AI-generated image of today. Instead of following a strict chronological path, we will delve into various theoretical debates on “what is an image?” – ranging from the binary image of textile to the haptic image of video art, from the technological image of the optical toy to the operational image of surveillance and warfare. Both mainstream and experimental films will be analyzed and discussed as critical interventions in the history of image technologies.
Prerequisites: calculus. Recommended preparation: linear algebra, statistics, computer programming. Introduction to the fundamentals of quantitative data analysis in Earth and environmental sciences. Topics: review of relevant probability, statistics and linear algebra; linear models and generalized least squares; Fourier analysis and introduction to spectral analysis; filtering time series (convolution,deconvolution,smoothing); factor analysis and empirical orthogonal functions; covariance and correlation; methods of interpolation; statistical significance and hypothesis testing; introduction to Monte Carlo methods for data analysis. Problem sets and term project require use of MATLAB or Python.
Final report required. This course may not be taken for pass/fail credit or audited.
This fall course, taken by the entire M.A. class, teaches a disciplined “journalistic method” of testing assumptions and making sure that reporting firmly proves its points.
Students develop useful skills for working with statistics, using academic research and conducting in-depth interviews. They are also taught to carefully combine anecdote and narrative with the big picture in their writing.
This course takes a problem-identification and problem-solving approach to the delivery of social work services in health, mental health, and disabilities, with content about the social policies and organizational structures that characterize our current healthcare system.