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Discriminating Data

Discriminating Data PDF Author: Wendy Hui Kyong Chun
Publisher: MIT Press
ISBN: 0262367254
Category : Technology & Engineering
Languages : en
Pages : 341

Book Description
How big data and machine learning encode discrimination and create agitated clusters of comforting rage. In Discriminating Data, Wendy Hui Kyong Chun reveals how polarization is a goal—not an error—within big data and machine learning. These methods, she argues, encode segregation, eugenics, and identity politics through their default assumptions and conditions. Correlation, which grounds big data’s predictive potential, stems from twentieth-century eugenic attempts to “breed” a better future. Recommender systems foster angry clusters of sameness through homophily. Users are “trained” to become authentically predictable via a politics and technology of recognition. Machine learning and data analytics thus seek to disrupt the future by making disruption impossible. Chun, who has a background in systems design engineering as well as media studies and cultural theory, explains that although machine learning algorithms may not officially include race as a category, they embed whiteness as a default. Facial recognition technology, for example, relies on the faces of Hollywood celebrities and university undergraduates—groups not famous for their diversity. Homophily emerged as a concept to describe white U.S. resident attitudes to living in biracial yet segregated public housing. Predictive policing technology deploys models trained on studies of predominantly underserved neighborhoods. Trained on selected and often discriminatory or dirty data, these algorithms are only validated if they mirror this data. How can we release ourselves from the vice-like grip of discriminatory data? Chun calls for alternative algorithms, defaults, and interdisciplinary coalitions in order to desegregate networks and foster a more democratic big data.

Discriminating Data

Discriminating Data PDF Author: Wendy Hui Kyong Chun
Publisher: MIT Press
ISBN: 0262367254
Category : Technology & Engineering
Languages : en
Pages : 341

Book Description
How big data and machine learning encode discrimination and create agitated clusters of comforting rage. In Discriminating Data, Wendy Hui Kyong Chun reveals how polarization is a goal—not an error—within big data and machine learning. These methods, she argues, encode segregation, eugenics, and identity politics through their default assumptions and conditions. Correlation, which grounds big data’s predictive potential, stems from twentieth-century eugenic attempts to “breed” a better future. Recommender systems foster angry clusters of sameness through homophily. Users are “trained” to become authentically predictable via a politics and technology of recognition. Machine learning and data analytics thus seek to disrupt the future by making disruption impossible. Chun, who has a background in systems design engineering as well as media studies and cultural theory, explains that although machine learning algorithms may not officially include race as a category, they embed whiteness as a default. Facial recognition technology, for example, relies on the faces of Hollywood celebrities and university undergraduates—groups not famous for their diversity. Homophily emerged as a concept to describe white U.S. resident attitudes to living in biracial yet segregated public housing. Predictive policing technology deploys models trained on studies of predominantly underserved neighborhoods. Trained on selected and often discriminatory or dirty data, these algorithms are only validated if they mirror this data. How can we release ourselves from the vice-like grip of discriminatory data? Chun calls for alternative algorithms, defaults, and interdisciplinary coalitions in order to desegregate networks and foster a more democratic big data.

Pattern Discrimination

Pattern Discrimination PDF Author: Clemens Apprich
Publisher: U of Minnesota Press
ISBN: 1452959277
Category : Social Science
Languages : en
Pages : 155

Book Description
How do “human” prejudices reemerge in algorithmic cultures allegedly devised to be blind to them? How do “human” prejudices reemerge in algorithmic cultures allegedly devised to be blind to them? To answer this question, this book investigates a fundamental axiom in computer science: pattern discrimination. By imposing identity on input data, in order to filter—that is, to discriminate—signals from noise, patterns become a highly political issue. Algorithmic identity politics reinstate old forms of social segregation, such as class, race, and gender, through defaults and paradigmatic assumptions about the homophilic nature of connection. Instead of providing a more “objective” basis of decision making, machine-learning algorithms deepen bias and further inscribe inequality into media. Yet pattern discrimination is an essential part of human—and nonhuman—cognition. Bringing together media thinkers and artists from the United States and Germany, this volume asks the urgent questions: How can we discriminate without being discriminatory? How can we filter information out of data without reinserting racist, sexist, and classist beliefs? How can we queer homophilic tendencies within digital cultures?

Updating to Remain the Same

Updating to Remain the Same PDF Author: Wendy Hui Kyong Chun
Publisher: MIT Press
ISBN: 0262333783
Category : Technology & Engineering
Languages : en
Pages : 261

Book Description
What it means when media moves from the new to the habitual—when our bodies become archives of supposedly obsolescent media, streaming, updating, sharing, saving. New media—we are told—exist at the bleeding edge of obsolescence. We thus forever try to catch up, updating to remain the same. Meanwhile, analytic, creative, and commercial efforts focus exclusively on the next big thing: figuring out what will spread and who will spread it the fastest. But what do we miss in this constant push to the future? In Updating to Remain the Same, Wendy Hui Kyong Chun suggests another approach, arguing that our media matter most when they seem not to matter at all—when they have moved from “new” to habitual. Smart phones, for example, no longer amaze, but they increasingly structure and monitor our lives. Through habits, Chun says, new media become embedded in our lives—indeed, we become our machines: we stream, update, capture, upload, link, save, trash, and troll. Chun links habits to the rise of networks as the defining concept of our era. Networks have been central to the emergence of neoliberalism, replacing “society” with groupings of individuals and connectable “YOUS.” (For isn't “new media” actually “NYOU media”?) Habit is central to the inversion of privacy and publicity that drives neoliberalism and networks. Why do we view our networked devices as “personal” when they are so chatty and promiscuous? What would happen, Chun asks, if, rather than pushing for privacy that is no privacy, we demanded public rights—the right to be exposed, to take risks and to be in public and not be attacked?

Control and Freedom

Control and Freedom PDF Author: Wendy Hui Kyong Chun
Publisher: MIT Press
ISBN: 0262533065
Category : Technology & Engineering
Languages : en
Pages : 365

Book Description
A work that bridges media archaeology and visual culture studies argues that the Internet has emerged as a mass medium by linking control with freedom and democracy. How has the Internet, a medium that thrives on control, been accepted as a medium of freedom? Why is freedom increasingly indistinguishable from paranoid control? In Control and Freedom, Wendy Hui Kyong Chun explores the current political and technological coupling of freedom with control by tracing the emergence of the Internet as a mass medium. The parallel (and paranoid) myths of the Internet as total freedom/total control, she says, stem from our reduction of political problems into technological ones. Drawing on the theories of Gilles Deleuze and Michel Foucault and analyzing such phenomena as Webcams and face-recognition technology, Chun argues that the relationship between control and freedom in networked contact is experienced and negotiated through sexuality and race. She traces the desire for cyberspace to cyberpunk fiction and maps the transformation of public/private into open/closed. Analyzing "pornocracy," she contends that it was through cyberporn and the government's attempts to regulate it that the Internet became a marketplace of ideas and commodities. Chun describes the way Internet promoters conflated technological empowerment with racial empowerment and, through close examinations of William Gibson's Neuromancer and Mamoru Oshii's Ghost in the Shell, she analyzes the management of interactivity in narratives of cyberspace. The Internet's potential for democracy stems not from illusory promises of individual empowerment, Chun argues, but rather from the ways in which it exposes us to others (and to other machines) in ways we cannot control. Using fiber optic networks—light coursing through glass tubes—as metaphor and reality, Control and Freedom engages the rich philosophical tradition of light as a figure for knowledge, clarification, surveillance, and discipline, in order to argue that fiber-optic networks physically instantiate, and thus shatter, enlightenment.

At Home in Two Countries

At Home in Two Countries PDF Author: Peter J Spiro
Publisher: NYU Press
ISBN: 0814724418
Category : Political Science
Languages : en
Pages : 200

Book Description
Read Peter's Op-ed on Trump's Immigration Ban in The New York Times The rise of dual citizenship could hardly have been imaginable to a time traveler from a hundred or even fifty years ago. Dual nationality was once considered an offense to nature, an abomination on the order of bigamy. It was the stuff of titanic battles between the United States and European sovereigns. As those conflicts dissipated, dual citizenship continued to be an oddity, a condition that, if not quite freakish, was nonetheless vaguely disreputable, a status one could hold but not advertise. Even today, some Americans mistakenly understand dual citizenship to somehow be “illegal”, when in fact it is completely tolerated. Only recently has the status largely shed the opprobrium to which it was once attached. At Home in Two Countries charts the history of dual citizenship from strong disfavor to general acceptance. The status has touched many; there are few Americans who do not have someone in their past or present who has held the status, if only unknowingly. The history reflects on the course of the state as an institution at the level of the individual. The state was once a jealous institution, justifiably demanding an exclusive relationship with its members. Today, the state lacks both the capacity and the incentive to suppress the status as citizenship becomes more like other forms of membership. Dual citizenship allows many to formalize sentimental attachments. For others, it’s a new way to game the international system. This book explains why dual citizenship was once so reviled, why it is a fact of life after globalization, and why it should be embraced today.

Silicon Second Nature

Silicon Second Nature PDF Author: Stefan Helmreich
Publisher: Univ of California Press
ISBN: 0520918770
Category : Science
Languages : en
Pages : 334

Book Description
Silicon Second Nature takes us on an expedition into an extraordinary world where nature is made of bits and bytes and life is born from sequences of zeroes and ones. Artificial Life is the brainchild of scientists who view self-replicating computer programs—such as computer viruses—as new forms of life. Anthropologist Stefan Helmreich's look at the social and simulated worlds of Artificial Life—primarily at the Santa Fe Institute, a well-known center for studies in the sciences of complexity—introduces readers to the people and programs connected with this unusual hybrid of computer science and biology. When biology becomes an information science, when DNA is downloaded into virtual reality, new ways of imagining "life" become possible. Through detailed dissections of the artifacts of Artifical Life, Helmreich explores how these novel visions of life are recombining with the most traditional tales told by Western culture. Because Artificial Life scientists tend to see themselves as masculine gods of their cyberspace creations, as digital Darwins exploring frontiers filled with primitive creatures, their programs reflect prevalent representations of gender, kinship, and race, and repeat origin stories most familiar from mythical and religious narratives. But Artificial Life does not, Helmreich says, simply reproduce old stories in new software. Much like contemporary activities of cloning, cryonics, and transgenics, the practice of simulating and synthesizing life in silico challenges and multiplies the very definition of vitality. Are these models, as some would claim, actually another form of the real thing? Silicon Second Nature takes Artifical Life as a symptom and source of our mutating visions of life itself.

Social Media and the Automatic Production of Memory

Social Media and the Automatic Production of Memory PDF Author: Jacobsen, Ben
Publisher: Policy Press
ISBN: 1529218152
Category : Computers
Languages : en
Pages : 120

Book Description
Social media platforms hold vast amounts of data about our lives. Content from the past is increasingly being presented in the form of ‘memories’. Critically exploring this new form of memory making, this unique book asks how social media are beginning to change the way we remember.

Revolutionary Mathematics

Revolutionary Mathematics PDF Author: Justin Joque
Publisher: Verso Books
ISBN: 1788734009
Category : Political Science
Languages : en
Pages : 241

Book Description
Traces the revolution in statistics that gave rise to artificial intelligence and predictive algorithms refiguring contemporary capitalism. Our finances, politics, media, opportunities, information, shopping and knowledge production are mediated through algorithms and their statistical approaches to knowledge; increasingly, these methods form the organizational backbone of contemporary capitalism. Revolutionary Mathematics traces the revolution in statistics and probability that has quietly underwritten the explosion of machine learning, big data and predictive algorithms that now decide many aspects of our lives. Exploring shifts in the philosophical understanding of probability in the late twentieth century, Joque shows how this was not merely a technical change but a wholesale philosophical transformation in the production of knowledge and the extraction of value. This book provides a new and unique perspective on the dangers of allowing artificial intelligence and big data to manage society. It is essential reading for those who want to understand the underlying ideological and philosophical changes that have fueled the rise of algorithms and convinced so many to blindly trust their outputs, reshaping our current political and economic situation.

The Digital Disconnect

The Digital Disconnect PDF Author: Ellen Helsper
Publisher: SAGE
ISBN: 1526492962
Category : Language Arts & Disciplines
Languages : en
Pages : 169

Book Description
With the increased digitisation of society comes an increased concern about who is left behind. From societal causes to the impact of everyday actions, The Digital Disconnect explores the relationship between digital and social inequalities, and the lived consequences of digitisation. Ellen Helsper goes beyond questions of digital divides and who is connected. She asks why and how social and digital inequalities are linked and shows the tangible outcomes of socio-digital inequalities in everyday lives. The book: Introduces the key theories and concepts needed to understand both ‘traditional’ and digital inequalities research. Investigates a range of socio-digital inequalities, from digital access and skills, to civic participation, social engagement, and everyday content creation and consumption. Brings research to life with a range of qualitative vignettes, drawing out the personal experiences that lay at the heart of global socio-digital inequalities. The Digital Disconnect is an expert exploration of contemporary theory, research and practice in socio-digital inequalities. It is also an urgent and impassioned call to broaden horizons, expand theoretical and methodological toolkits, and work collectively to help achieve a fairer digital future for all. Ellen J. Helsper is Professor of Digital Inequalities at the Department of Media and Communications at London School of Economics and Political Science.

Psychology in the Bathroom

Psychology in the Bathroom PDF Author: Nick Haslam
Publisher: Springer
ISBN: 0230367550
Category : Psychology
Languages : en
Pages : 231

Book Description
Presenting cutting-edge science in a playful manner, this exploration of a topic that has been veiled by taboo, the psychology of excretion, surveys an assortment of embarrassing processes, shameful disorders and disgusting habits taking the reader on a tour of the history and literature of elimination.