Selected advanced topics in data-driven analysis and computation. Content varies from year to year, and different topics rotate through the course numbers 6690 to 6699.
Selected advanced topics in data-driven analysis and computation. Content varies from year to year, and different topics rotate through the course numbers 6690 to 6699.
Continuation of IEOR E6711, covering further topics in stochastic modeling in the context of queueing, reliability, manufacturing, insurance risk, financial engineering, and other engineering applications. Topics from among generalized semi-Markov processes; processes with a non-discrete state space; point processes; stochastic comparisons; martingales; introduction to stochastic calculus.
This course introduces students to the field of social work and the law – specifically the practice of social work in legal settings. Students will develop competency in forensic social work practice - working knowledge as a practitioner in an interdisciplinary setting representing clients entangled in legal systems including criminal, civil, family and immigration. Students will deconstruct the complexities of the criminal legal systems and further develop awareness in addressing clients’ concerns related to their criminal justice history – pre-arrest, arrest, disposition and re-entry. Similarly, students will gain insight into the filing of Article X petitions in family court and the pathway of a child protection case. This course complements field placements in legal/forensic settings, law minors and students interested in social work and law rooted in rights-based advocacy. This course is premised on a basic understanding of how the legacy of slavery led to mass criminalization and incarceration. Black Lives Matter.
The course will focus on understanding the theory and varied practices of restorative justice (RJ) and transformative justice (TJ), and how they are being used as alternatives to retributive and punitive responses to social problems and individual, community and institutional harm. Students will learn – through modeling and practice – how to facilitate a restorative circle which can serve as the foundation for continued use of restorative practices in social work. The class will provide an understanding of the values and principles of RJ and R, and the most-commonly used RJ models and where they are being used. It will support students in understanding their own relationship to conflict and teach students how to facilitate restorative processes using peacemaking circles. Issues of power, privilege, oppression and identity will be substantial themes throughout the course, both in understanding the need for RJ and TJ, how RJ/TJ can address them, and the ways in which these issues arise in facilitation and the RJ/TJ movement. In addition to understanding RJ, the course will also provide students with a critical analysis of other theories and practices of conflict resolution including mediation, truth and reconciliation, and transitional justice, and how all of these relate to addressing individual, communal and institutional harm. Finally, the course will discuss how social workers can use restorative justice in a variety of settings.
This is a Public Health Course. Public Health classes are offered on the Health Services Campus at 168th Street. For more detailed course information, please go to Mailman School of Public Health Courses website at http://www.mailman.hs.columbia.edu/academics/courses
We are currently living through a significant transformation of some of the core features of the international system, or what is more broadly often referred to as, “world order.” Several recent events have highlighted and impacted this sweeping change. The first is the failure of multilateral institutions (such as the UN, WHO or even the G-7 countries) to meet the challenge of the 2020 Covid pandemic. The failure of international collective action is also an obstacle to tackling the effects of global warming. In both cases narrow national interests trumped transnational values. The second is the 2022 Russian invasion of Ukraine which highlights the failure of multilateral institutions (such as the UN Security Council) to protect the independence of territorial nation-states, a principal unit of the international system since 1945. Narrow national interests continue to outweigh the commitment to the long-standing norm of territorial integrity of nation-states as the foundation for the modern post-imperial international order. Nationalism remains the most powerful force in international affairs. Third, the optimism of the post-Cold War (post-1989) era that economic globalization would lead to the liberalization of China and Russia has now almost entirely faded. The current moment is marked by the rise of these authoritarian states (together with Iran and others) which are seeking to overturn the Western liberal international order that was established after 1945. This Western order consists of three components: capitalist market economics, democratic self-rule and universal human rights, and peaceful diplomacy as the preferred way to manage inter-state conflicts. In its stead we are seeing in major parts of the world the persistence of socialist command economies, the rise of illiberal authoritarianism, and a return to 19th century patterns of war and conquest. Finally, the era of expanding globalization, driven by capitalist economic integration across the globe, appears to be over. The world is de-globalizing.
This course will examine some of the key institutional challenges and most vexing conceptual controversies in the current rethinking, some might say turmoil, over global governance and competing forms of world order. These debates reveal at least two key features. First, a depth of disagreement about the shape of the international system which is arguably unprecedented in the last seventy years. Almost every dimension of global government and governance is today the subjec
The need for more effective and equitable engagement with communities has become increasingly evident to public health professionals in recent years. Now, more than ever, the importance of developing deeper and more engaged academic/institutional-community partnerships is necessary to address systems of structural inequity. However, developing these relationships requires not only knowledge of equity-based partnering formats, but the cultivation of complex skill sets that allow public health practitioners to most fully develop relationships across all phases of community collaboration. Two valuable forms of community engagement that public health practitioners and students can make use of are community-based participatory research and service learning, which are the focus of this course. Additionally, this course acknowledges that community engagement is a diverse space where people from a variety of professional and personal backgrounds come together. For many years, people working in the technology space have recognized the benefits of “matrixed teams,” similarly over the past few years the notion of interprofessionalism has become an important and required aspect of allied health and public health professional training. Research has shown that bringing together students from two or more professions to learn about, from, and with each other is extremely effective in all forms of collaboration (within research and intervention teams and with communities) and ultimately lead to improved health outcomes. According to the World Health Organization, “Once students understand how to work interprofessionally, they are ready to enter the workplace as a member of the collaborative practice team. This is a key step in moving health systems from fragmentation to a position of strength.” Pinsert course number – insert studio name 2 of 24 The overall goal of this course is for students to learn about and begin to practice the tenets of three frameworks: Interprofessional Education (IPE), Service-Learning (SL), and Community?Based Participatory Research (CBPR). With regard to interprofessional engagement, the course will provide students with a solid understanding of four key IPE competencies: roles/responsibilities, teams/teamwork, ethics/values, and communication. Complementing this, the course will introduce and integrate SL pedagogy to prepare students to engage in community service projects. The SL model prioritizes three aspects of project implementation: student learning, direct attenti
The first essential step in the process of designing successful public health programs is to understand the needs that motivate these programs and the assets that can be brought to bear on developing them. The purpose of this course is to enable students to perform specific steps in a needs and assets assessment and to plan how to facilitate participation by those who will be affected by a resulting program. The assessment process encompasses two main components: an epidemiologic, behavioral, and social analysis of a community and population at risk for a health-related problem; and an effort to understand the character of the community, its members, and its strengths.
At the start of the course, we will discuss pre-assessment work which includes planning to put together a work group for planning the needs and assets assessment. We will touch on essential elements of encouraging participation, work-group management, and culturally sensitive practice. Simultaneously, we will create a logic model of a selected health problem using Step 1 of Intervention Mapping which employs an adapted version of the PRECEDE part of the PRECEDE-PROCEED model. Using this model, students will fully define their population and context for their assessments, posing questions, and choosing methods and data sources for completing each part of the logic model of the problem selected (heretofore referred to as the Logic of Risk). At the same time, we will cover various approaches and data sources for assessing a community’s strengths/assets. Finally, we will discuss post-assessment tasks including setting priorities and setting program goals for health and quality of life outcomes.
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.
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.
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.
The theme for this seminar is public art--old and new. Readings from antiquity through Habermas, Arendt, Adorno, Kracauer, Benjamin, to Rancierre, etc.
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.
Visiting artists and critics are invited over the course of the academic year to give a one-hour lecture followed by discussion, and conduct 3 40-minute studio visits. These lecturers will join the previously listed Visiting Critics and will be available as one of your allotted studio visits each semester.
Fundamentals of digital speech processing and audio signals. Acoustic and perceptual basics of audio. Short-time Fourier analysis. Analysis and filterbank models. Speech and audio coding, compression, and reconstruction. Acoustic feature extraction and classification. Recognition techniques for speech and other sounds, including hidden Markov models.