Hardcover published by Quadragle/The New York Times Book Co., third printing, August 1977, copyright 1975.

    Mitchell covers the field of machine learning, the study of algorithms that allow computer programs to automatically improve through experience and that automatically infer general laws from specific data.

    Unlike traditional empirical psychology, it is more oriented toward the how than the what. An experiment in mind design is more likely to be an attempt to build something and make it work--as in artificial intelligence--than to observe or analyze what already exists. Mind design is psychology by reverse engineering.When Mind Design was first published in 1981, it became a classic in the then-nascent fields of cognitive science and AI. This second edition retains four landmark essays from the first, adding to them one earlier milestone (Turing's Computing Machinery and Intelligence) and eleven more recent articles about connectionism, dynamical systems, and symbolic versus nonsymbolic models. The contributors are divided about evenly between philosophers and scientists. Yet all are philosophical in that they address fundamental issues and concepts; and all are scientific in that they are technically sophisticated and concerned with concrete empirical research.ContributorsRodney A. Brooks, Paul M. Churchland, Andy Clark, Daniel C. Dennett, Hubert L. Dreyfus, Jerry A. Fodor, Joseph Garon, John Haugeland, Marvin Minsky, Allen Newell, Zenon W. Pylyshyn, William Ramsey, Jay F. Rosenberg, David E. Rumelhart, John R. Searle, Herbert A. Simon, Paul Smolensky, Stephen Stich, A.M. Turing, Timothy van Gelder

    From economic development, to healthcare, to education and public policy, we rely on numbers to allocate resources and make crucial decisions. But because so much data fails to take into account gender, because it treats men as the default and women as atypical, bias and discrimination are baked into our systems. And women pay tremendous costs for this bias, in time, money, and often with their lives.Celebrated feminist advocate Caroline Criado Perez investigates the shocking root cause of gender inequality and research in Invisible Women​, diving into women’s lives at home, the workplace, the public square, the doctor’s office, and more. Built on hundreds of studies in the US, the UK, and around the world, and written with energy, wit, and sparkling intelligence, this is a groundbreaking, unforgettable exposé that will change the way you look at the world.

    In this important and essential new textbook, she introduces the reader to the craft of using grounded theory in social research, and provides a clear, step-by-step guide for those new to the field. Using worked examples throughout, this book also maps out an alternative vision of grounded theory put forward by its founding thinkers, Glaser and Strauss. To Charmaz, grounded theory must move on from its positivist origins and must incorporate many of the methods and questions posed by constructivists over the past twenty years to become a more nuanced and reflexive practice.

    Moving away from the Marxist/Freudian approaches that had concerned him earlier, Baudrillard developed in this book a theory of contemporary culture that relies on displacing economic notions of cultural production with notions of cultural expenditure.Baudrillard uses the concepts of the simulacra—the copy without an original—and simulation. These terms are crucial to an understanding of the postmodern, to the extent that they address the concept of mass reproduction and reproduceability that characterizes our electronic media culture.Baudrillard's book represents a unique and original effort to rethink cultural theory from the perspective of a new concept of cultural materialism, one that radically redefines postmodern formulations of the body.Sheila Glaser is an editor at Artforum magazine.

    Students of library and information studies, as well as all working public librarians, will find this the essential source for learning about the successful management and functioning of public libraries throughout the U.S. today. Kathleen McCook, one of the country's leading library educators, compares our library system to those of other nations, details the history of public libraries and information movements, and explains both differing state funding models and state library standards. Dr. McCook discusses the practical functioning of various library programs - information and referral services, discussion groups, genealogy services, and children's, youth, and seniors' programming. Issues of library administration and operation, especially in light of new technology, are explored. State and federal laws, political and educational outreach, and relations with associations and foundations are all discussed in detail.

    In fact, it's not even what they do, but how they do it--Katia Roberto and Jessamyn West, in the Preface. This compilation of witty, insightful, and readable writings on the various aspects of alternative librarianship edited by two outspoken library professionals is a sequel to Revolting Librarians, which was published in 1972. The contributors, including Alison Bechdel, Sanford Berman, and Utne Reader librarian Chris Dodge, cover topics that range from library education and librarianship as a profession to the more political and spiritual aspects of librarianship. The contributions include critiques of library and information science programs, firsthand accounts of work experiences, and original fiction, poetry and art. Ten of the original librarians who wrote essays for Revolting Librarians back in 1972 reflect upon what they wrote thirty years ago and the turns that their lives and careers have taken since.

    Over years of groundbreaking experiments, he has distilled remarkable discoveries significant enough to become the bedrock of a whole new scientific field: social physics. Humans have more in common with bees than we like to admit: We’re social creatures first and foremost. Our most important habits of action—and most basic notions of common sense—are wired into us through our coordination in social groups. Social physics is about idea flow, the way human social networks spread ideas and transform those ideas into behaviors. Thanks to the millions of digital bread crumbs people leave behind via smartphones, GPS devices, and the Internet, the amount of new information we have about human activity is truly profound. Until now, sociologists have depended on limited data sets and surveys that tell us how people say they think and behave, rather than what they actually do. As a result, we’ve been stuck with the same stale social structures—classes, markets—and a focus on individual actors, data snapshots, and steady states. Pentland shows that, in fact, humans respond much more powerfully to social incentives that involve rewarding others and strengthening the ties that bind than incentives that involve only their own economic self-interest. Pentland and his teams have found that they can study patterns of information exchange in a social network without any knowledge of the actual content of the information and predict with stunning accuracy how productive and effective that network is, whether it’s a business or an entire city. We can maximize a group’s collective intelligence to improve performance and use social incentives to create new organizations and guide them through disruptive change in a way that maximizes the good. At every level of interaction, from small groups to large cities, social networks can be tuned to increase exploration and engagement, thus vastly improving idea flow.  Social Physics will change the way we think about how we learn and how our social groups work—and can be made to work better, at every level of society. Pentland leads readers to the edge of the most important revolution in the study of social behavior in a generation, an entirely new way to look at life itself.

    Jill Lepore, best-selling author of These Truths, came across the company’s papers in MIT’s archives and set out to tell this forgotten history, the long-lost backstory to the methods, and the arrogance, of Silicon Valley.Founded in 1959 by some of the nation’s leading social scientists—“the best and the brightest, fatally brilliant, Icaruses with wings of feathers and wax, flying to the sun”—Simulmatics proposed to predict and manipulate the future by way of the computer simulation of human behavior. In summers, with their wives and children in tow, the company’s scientists met on the beach in Long Island under a geodesic, honeycombed dome, where they built a “People Machine” that aimed to model everything from buying a dishwasher to counterinsurgency to casting a vote. Deploying their “People Machine” from New York, Washington, Cambridge, and even Saigon, Simulmatics’ clients included the John F. Kennedy presidential campaign, the New York Times, the Department of Defense, and dozens of major manufacturers: Simulmatics had a hand in everything from political races to the Vietnam War to the Johnson administration’s ill-fated attempt to predict race riots. The company’s collapse was almost as rapid as its ascent, a collapse that involved failed marriages, a suspicious death, and bankruptcy. Exposed for false claims, and even accused of war crimes, it closed its doors in 1970 and all but vanished. Until Lepore came across the records of its remains.The scientists of Simulmatics believed they had invented “the A-bomb of the social sciences.” They did not predict that it would take decades to detonate, like a long-buried grenade. But, in the early years of the twenty-first century, that bomb did detonate, creating a world in which corporations collect data and model behavior and target messages about the most ordinary of decisions, leaving people all over the world, long before the global pandemic, crushed by feelings of helplessness. This history has a past; If Then is its cautionary tale.

    If reason is so useful, why didn't it also evolve in other animals? If reason is that reliable, why do we produce so much thoroughly reasoned nonsense? In their groundbreaking account of the evolution and workings of reason, Hugo Mercier and Dan Sperber set out to solve this double enigma. Reason, they argue with a compelling mix of real-life and experimental evidence, is not geared to solitary use, to arriving at better beliefs and decisions on our own. What reason does, rather, is help us justify our beliefs and actions to others, convince them through argumentation, and evaluate the justifications and arguments that others address to us.In other words, reason helps humans better exploit their uniquely rich social environment. This interactionist interpretation explains why reason may have evolved and how it fits with other cognitive mechanisms. It makes sense of strengths and weaknesses that have long puzzled philosophers and psychologists--why reason is biased in favor of what we already believe, why it may lead to terrible ideas and yet is indispensable to spreading good ones.Ambitious, provocative, and entertaining, The Enigma of Reason will spark debate among psychologists and philosophers, and make many reasonable people rethink their own thinking.

    But is it possible America's most troubling impact on the globalizing world has yet to be accounted for? In "Crazy Like Us," Ethan Watters reveals that the most devastating consequence of the spread of American culture has not been our golden arches or our bomb craters but our bulldozing of the human psyche itself: We are in the process of homogenizing the way the world goes mad. America has been the world leader in generating new mental health treatments and modern theories of the human psyche. We export our psychopharmaceuticals packaged with the certainty that our biomedical knowledge will relieve the suffering and stigma of mental illness. We categorize disorders, thereby defining mental illness and health, and then parade these seemingly scientific certainties in front of the world. The blowback from these efforts is just now coming to light: It turns out that we have not only been changing the way the world talks about and treats mental illness -- we have been changing the mental illnesses themselves.For millennia, local beliefs in different cultures have shaped the experience of mental illness into endless varieties." Crazy Like Us" documents how American interventions have discounted and worked to change those indigenous beliefs, often at a dizzying rate. Over the last decades, mental illnesses popularized in America have been spreading across the globe with the speed of contagious diseases. Watters travels from China to Tanzania to bring home the unsettling conclusion that the virus is us: As we introduce Americanized ways of treating mental illnesses, we are in fact spreading the diseases.In post-tsunami Sri Lanka, Watters reports on the Western trauma counselors who, in their rush to help, inadvertently trampled local expressions of grief, suffering, and healing. In Hong Kong, he retraces the last steps of the teenager whose death sparked an epidemic of the American version of anorexia nervosa. Watters reveals the truth about a multi-million-dollar campaign by one of the world's biggest drug companies to change the Japanese experience of depression -- literally marketing the disease along with the drug.But this book is not just about the damage we've caused in faraway places. Looking at our impact on the psyches of people in other cultures is a gut check, a way of forcing ourselves to take a fresh look at our own beliefs about mental health and healing. When we examine our assumptions from a farther shore, we begin to understand how our own culture constantly shapes and sometimes creates the mental illnesses of our time. By setting aside our role as the world's therapist, we may come to accept that we have as much to learn from other cultures' beliefs about the mind as we have to teach.

    Your online and in-store purchasing patterns are recorded, and reveal if you're unemployed, sick, or pregnant. Your e-mails and texts expose your intimate and casual friends. Google knows what you’re thinking because it saves your private searches. Facebook can determine your sexual orientation without you ever mentioning it.The powers that surveil us do more than simply store this information. Corporations use surveillance to manipulate not only the news articles and advertisements we each see, but also the prices we’re offered. Governments use surveillance to discriminate, censor, chill free speech, and put people in danger worldwide. And both sides share this information with each other or, even worse, lose it to cybercriminals in huge data breaches.Much of this is voluntary: we cooperate with corporate surveillance because it promises us convenience, and we submit to government surveillance because it promises us protection. The result is a mass surveillance society of our own making. But have we given up more than we’ve gained? In Data and Goliath, security expert Bruce Schneier offers another path, one that values both security and privacy. He brings his bestseller up-to-date with a new preface covering the latest developments, and then shows us exactly what we can do to reform government surveillance programs, shake up surveillance-based business models, and protect our individual privacy. You'll never look at your phone, your computer, your credit cards, or even your car in the same way again.

    Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps.Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.

    For the first time, an anthropologist had managed to gain the trust and long-term friendship of street-level drug dealers in one of the roughest ghetto neighborhoods--East Harlem. This new edition adds a prologue describing the major dynamics that have altered life on the streets of East Harlem in the seven years since the first edition. In a new epilogue Bourgois brings up to date the stories of the people--Primo, Caesat, Luis, Tony, Candy--who readers come to know in this remarkable window onto the world of the inner city drug trade. Philippe Bourgois is Professor and Chair of the Department of Anthropology, History and Social Medicine at the University of California, San Francisco. He has conducted fieldwork in Central America on ethnicity and social unrest and is the author of Ethnicity at Work: Divided Labor on a Central American Banana Plantation (Johns Hopkins University Press, 1989). He is writing a book on homeless heroin addicts in San Francisco. 1/e hb ISBN (1996) 0-521-43518-8 1/e pb ISBN (1996) 0-521-57460-9