Algorithm Audit Why What And How

Author : Biagio Aragona
Publisher : Routledge
ISBN 13 : 1000461319
Total Pages : 123 pages
Book Rating : 4.12/5 ( download)

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Download or read book Algorithm Audit: Why, What and How? written by Biagio Aragona and published by Routledge. This book was released on 2021-08-02 with total page 123 pages. Available in PDF, EPUB and Kindle. Book excerpt: Seeking to increasing the social awareness of citizens, institutions, and corporations with regard to the risks presented by the acritical use of algorithms in decision-making, this book explains the rationale and the methods of algorithm audit. Interdisciplinary in approach, it provides a systematic overview of the subject, supplying readers with clear definitions and practical tools for the audit of algorithms, while also taking account of the political, business, and vocational obstacles to the development of this new field. As such, it constitutes an essential resource for students and researchers across the social sciences and humanities, as well as for professionals and policymakers, with concerns about the social consequences of algorithmic decision-making.

Author : Danaë Metaxa
Publisher :
ISBN 13 : 9781680839173
Total Pages : 81 pages
Book Rating : 4.79/5 ( download)

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Download or read book Auditing Algorithms written by Danaë Metaxa and published by . This book was released on 2021 with total page 81 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this work, the authors present an overview of the algorithm audit methodology. They include the history of audit studies in the social sciences from which this method is derived; a summary of key algorithm audits over the last two decades in a variety of domains such as health, politics, and discrimination.

Author : Biagio Aragona
Publisher : Routledge
ISBN 13 : 1000461270
Total Pages : 98 pages
Book Rating : 4.75/5 ( download)

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Download or read book Algorithm Audit: Why, What, and How? written by Biagio Aragona and published by Routledge. This book was released on 2021-08-01 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: Seeking to increasing the social awareness of citizens, institutions, and corporations with regard to the risks presented by the acritical use of algorithms in decision-making, this book explains the rationale and the methods of algorithm audit. Interdisciplinary in approach, it provides a systematic overview of the subject, supplying readers with clear definitions and practical tools for the audit of algorithms, while also taking account of the political, business, and vocational obstacles to the development of this new field. As such, it constitutes an essential resource for students and researchers across the social sciences and humanities, as well as for professionals and policymakers, with concerns about the social consequences of algorithmic decision-making.

Author : Michael Kearns
Publisher : Oxford University Press
ISBN 13 : 0190948221
Total Pages : 288 pages
Book Rating : 4.21/5 ( download)

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Download or read book The Ethical Algorithm written by Michael Kearns and published by Oxford University Press. This book was released on 2019-10-04 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Author : Danaë Metaxa
Publisher :
ISBN 13 : 9781680839166
Total Pages : 84 pages
Book Rating : 4.60/5 ( download)

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Download or read book Auditing Algorithms written by Danaë Metaxa and published by . This book was released on 2021-11-25 with total page 84 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this work, the authors present an overview of the algorithm audit methodology. They include the history of audit studies in the social sciences from which this method is derived; a summary of key algorithm audits over the last two decades in a variety of domains such as health, politics, and discrimination.

Author : Woodrow Barfield
Publisher : Cambridge University Press
ISBN 13 : 1108663184
Total Pages : 1327 pages
Book Rating : 4.82/5 ( download)

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Download or read book The Cambridge Handbook of the Law of Algorithms written by Woodrow Barfield and published by Cambridge University Press. This book was released on 2020-11-05 with total page 1327 pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithms are a fundamental building block of artificial intelligence - and, increasingly, society - but our legal institutions have largely failed to recognize or respond to this reality. The Cambridge Handbook of the Law of Algorithms, which features contributions from US, EU, and Asian legal scholars, discusses the specific challenges algorithms pose not only to current law, but also - as algorithms replace people as decision makers - to the foundations of society itself. The work includes wide coverage of the law as it relates to algorithms, with chapters analyzing how human biases have crept into algorithmic decision-making about who receives housing or credit, the length of sentences for defendants convicted of crimes, and many other decisions that impact constitutionally protected groups. Other issues covered in the work include the impact of algorithms on the law of free speech, intellectual property, and commercial and human rights law.

Author : Osonde A. Osoba
Publisher : Rand Corporation
ISBN 13 : 0833097636
Total Pages : 45 pages
Book Rating : 4.37/5 ( download)

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Download or read book An Intelligence in Our Image written by Osonde A. Osoba and published by Rand Corporation. This book was released on 2017-04-05 with total page 45 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning algorithms and artificial intelligence influence many aspects of life today. This report identifies some of their shortcomings and associated policy risks and examines some approaches for combating these problems.

Author : William D. Eggers
Publisher : RosettaBooks
ISBN 13 : 079534757X
Total Pages : 267 pages
Book Rating : 4.73/5 ( download)

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Download or read book Delivering on Digital written by William D. Eggers and published by RosettaBooks. This book was released on 2016-06-07 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: The government reform expert and acclaimed author of The Solution Revolution presents a roadmap for navigating the digital government era. In October 2013, HealthCare.gov went live—and promptly crashed. Poor website design was getting in the way of government operations, and the need for digital excellence in public institutions was suddenly crystal clear. Hundreds of the tech industry’s best and brightest dedicated themselves to redesigning the government’s industrial-era frameworks as fully digital systems. But to take Washington into the 21st century, we have to start by imagining a new kind of government. Imagine prison systems that use digital technology to return nonviolent offenders promptly and securely into society. Imagine a veteran’s health care system built around delivering a personalized customer experience for every Vet. We now have the digital tools—such as cloud computing, mobile devices, and analytics—to stage a real transformation. Delivering on Digital provides the handbook to make it happen. A leading authority on government reform, William D. Eggers knows how we can use tech-savvy teams, strong leadership, and innovative practices to reduce the risks and truly achieve a digitally transformed government.

Author : Danaë Metaxa-Kakavouli
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.83/5 ( download)

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Download or read book Auditing Bias and Representation in Sociotechnical Systems written by Danaë Metaxa-Kakavouli and published by . This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithms are ubiquitous and critical sources of information, increasingly acting as gatekeepers and intermediaries on virtually any topic, including our friends and family, news and politics, entertainment, and even health and well-being. However, studying such content poses considerable challenges, as it is both dynamic and ephemeral: these algorithms are constantly changing, and frequently changing silently, with no record of the content to which users have been exposed over time. To address these challenges, in this dissertation I argue for the need for an interdisciplinary approach that combines strategies, methods, and insights from computational and behavioral sciences. In particular, one strategy that has proven effective is the algorithm audit: a method of repeatedly querying an algorithm and observing its output to draw conclusions about the algorithm's opaque inner workings and possible external impact. Algorithm audits can, without access to underlying algorithms, identify patterns in algorithmic content with important social implications in domains including politics, discrimination and bias, and news media. In my dissertation, I present an overview of the algorithm audit methodology, including the history of audit studies in the social sciences from which this method is derived; a summary of key algorithm audits over the last two decades in a variety of domains; and a set of best practices for conducting algorithm audits today. I concretize these contributions by detailing two case studies, scraping algorithm audits I have conducted. Subsequently I describe a new class of algorithm audits I term intervention auditing, and a system developed for researchers to conduct such audits. Finally, I conclude by discussing the social, ethical, and political dimensions of auditing algorithms, and proposing normative standards for the use of this method, in particular advocating for algorithm auditors to consider this method as a possible vehicle for activism--a method with the potential to bring about social change for the greater good.

Author : Martin Ebers
Publisher : Cambridge University Press
ISBN 13 : 1108424821
Total Pages : 321 pages
Book Rating : 4.20/5 ( download)

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Download or read book Algorithms and Law written by Martin Ebers and published by Cambridge University Press. This book was released on 2020-07-23 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Exploring issues from big-data to robotics, this volume is the first to comprehensively examine the regulatory implications of AI technology.