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The ethical algorithm : the science of socially aware algorithm design / [electronic resource]

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자료유형E-Book
개인저자Kearns, Michael, 1971-, author.
Roth, Aaron, 1984-, author.
서명/저자사항The ethical algorithm :the science of socially aware algorithm design /Michael Kearns and Aaron Roth[electronic resource]
발행사항New York, NY, United States of America : Oxford University Press, [2020]
형태사항1 online resource (218 pages) : illustrations, map
소장본 주기Master record variable field(s) change: 050
ISBN9780190948221
0190948221
9780190948214
0190948213


서지주기Includes bibliographical references (pages 201-205) and index.
내용주기Algorithmic privacy: from anonymity to noise --Algorithmic fairness: from parity to pareto --Games people play (with algorithms) --Lost in the garden: led astray by data --Risky business: interpretability, morality, and the singularity --Some concluding thoughts.
요약"Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. 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"--
일반주제명Information technology -- Economic aspects.
Technological innovations -- Moral and ethical aspects.
Information technology -- Economic aspects.
Technological innovations -- Moral and ethical aspects.
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기타형태 저록Print version:Kearns, Michael, 1971-Ethical algorithm.New York, NY : Oxford University Press, [2020]9780190948207
대출바로가기https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=2255401

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