Algorithmic Opacity
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Algorithmic Governance And Governance Of Algorithms
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Author : Martin Ebers
language : en
Publisher: Springer
Release Date : 2020-10-09
Algorithmic Governance And Governance Of Algorithms written by Martin Ebers and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-09 with Law categories.
Algorithms are now widely employed to make decisions that have increasingly far-reaching impacts on individuals and society as a whole (“algorithmic governance”), which could potentially lead to manipulation, biases, censorship, social discrimination, violations of privacy, property rights, and more. This has sparked a global debate on how to regulate AI and robotics (“governance of algorithms”). This book discusses both of these key aspects: the impact of algorithms, and the possibilities for future regulation.
Algorithmic Governance And Governance Of Algorithms
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Author : Martin Ebers
language : en
Publisher: Springer Nature
Release Date : 2020-10-08
Algorithmic Governance And Governance Of Algorithms written by Martin Ebers and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-08 with Law categories.
Algorithms are now widely employed to make decisions that have increasingly far-reaching impacts on individuals and society as a whole (“algorithmic governance”), which could potentially lead to manipulation, biases, censorship, social discrimination, violations of privacy, property rights, and more. This has sparked a global debate on how to regulate AI and robotics (“governance of algorithms”). This book discusses both of these key aspects: the impact of algorithms, and the possibilities for future regulation.
The Ethical Algorithm
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Author : Michael Kearns
language : en
Publisher: Oxford University Press
Release Date : 2019-10-04
The Ethical Algorithm written by Michael Kearns and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-04 with Computers categories.
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.
Oxford Handbook Of Ethics Of Ai
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Author : Markus D. Dubber
language : en
Publisher: Oxford University Press
Release Date : 2020-06-30
Oxford Handbook Of Ethics Of Ai written by Markus D. Dubber and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-30 with Law categories.
This volume tackles a quickly-evolving field of inquiry, mapping the existing discourse as part of a general attempt to place current developments in historical context; at the same time, breaking new ground in taking on novel subjects and pursuing fresh approaches. The term "A.I." is used to refer to a broad range of phenomena, from machine learning and data mining to artificial general intelligence. The recent advent of more sophisticated AI systems, which function with partial or full autonomy and are capable of tasks which require learning and 'intelligence', presents difficult ethical questions, and has drawn concerns from many quarters about individual and societal welfare, democratic decision-making, moral agency, and the prevention of harm. This work ranges from explorations of normative constraints on specific applications of machine learning algorithms today-in everyday medical practice, for instance-to reflections on the (potential) status of AI as a form of consciousness with attendant rights and duties and, more generally still, on the conceptual terms and frameworks necessarily to understand tasks requiring intelligence, whether "human" or "A.I."
The Everyday Life Of An Algorithm
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Author : Daniel Neyland
language : en
Publisher: Springer
Release Date : 2018-12-17
The Everyday Life Of An Algorithm written by Daniel Neyland and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-17 with Social Science categories.
This open access book begins with an algorithm–a set of IF...THEN rules used in the development of a new, ethical, video surveillance architecture for transport hubs. Readers are invited to follow the algorithm over three years, charting its everyday life. Questions of ethics, transparency, accountability and market value must be grasped by the algorithm in a series of ever more demanding forms of experimentation. Here the algorithm must prove its ability to get a grip on everyday life if it is to become an ordinary feature of the settings where it is being put to work. Through investigating the everyday life of the algorithm, the book opens a conversation with existing social science research that tends to focus on the power and opacity of algorithms. In this book we have unique access to the algorithm’s design, development and testing, but can also bear witness to its fragility and dependency on others.
Algorithm Audit Why What And How
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Author : Biagio Aragona
language : en
Publisher: Routledge
Release Date : 2021-08-01
Algorithm Audit Why What And How written by Biagio Aragona and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-01 with Social Science categories.
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.
The Transparency Paradox
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Author : Ida Koivisto
language : en
Publisher: Oxford University Press
Release Date : 2022-07-14
The Transparency Paradox written by Ida Koivisto and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-14 with Law categories.
"The book provides a compact theoretical account of the hidden functioning logic of the ideal of transparency. Transparency as a concept has become hugely popular in legal discourse and beyond. The book argues that there are underlying optical, conceptual, and social reasons why transparency makes sense to us: it promises immediate seeing and understanding. That is why it can form a powerful metaphor of controllability: in the state, for example, the governed are able to monitor the inner workings of the governor through transparency practices. The modern push for transparency is premised on the notion that the truth about governance is key to its legitimacy, and transparency can provide legitimacy through access to truth. The book argues that this premise is false. Instead of accessing legitimacy by providing truth, transparency is labelled by either-or logic, which is referred to as 'the truth-legitimacy trade-off' in the book: transparency can provide either truth or legitimacy. Through this argument, the book questions the neutrality promise vested in transparency and claims that transparency is primarily a tool for creating appearances. The book consists of nine chapters divided into three parts: The Opacity of Transparency, The Promise of Transparency, and The Reality of Transparency. It combines legal and policy themes and research with interdisciplinary inputs, such as social philosophy and cultural and media studies, contributing to the growing literature on critical transparency studies"--
Algorithmic Opacity
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Author : Oleg Litvinski
language : en
Publisher:
Release Date : 2018
Algorithmic Opacity written by Oleg Litvinski and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.
Algorithmic Reason
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Author : Claudia Aradau
language : en
Publisher: Oxford University Press
Release Date : 2022-05-07
Algorithmic Reason written by Claudia Aradau and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-07 with Algorithms categories.
This is an open access title available under the terms of a CC BY-NC-ND 4.0 International licence. It is free to read at Oxford Scholarship Online and offered as a free PDF download from OUP and selected open access locations. Are algorithms ruling the world today? Is artificial intelligence making life-and-death decisions? Are social media companies able to manipulate elections? As we are confronted with public and academic anxieties about unprecedented changes, this book offers a different analytical prism through which these transformations can be explored. Claudia Aradau and Tobias Blanke develop conceptual and methodological tools to understand how algorithmic operations shape the government of self and other. They explore the emergence of algorithmic reason through rationalities, materializations, and interventions, and trace how algorithmic rationalities of decomposition, recomposition, and partitioning are materialized in the construction of dangerous others, the power of platforms, and the production of economic value. The book provides a global trandisciplinary perspective on algorithmic operations, drawing on qualitative and digital methods to investigate controversies ranging from mass surveillance and the Cambridge Analytica scandal in the UK to predictive policing in the US, and from the use of facial recognition in China and drone targeting in Pakistan to the regulation of hate speech in Germany.
Algorithmic Regulation
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Author : Karen Yeung
language : en
Publisher:
Release Date : 2019-09-05
Algorithmic Regulation written by Karen Yeung and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-05 with categories.
As the power and sophistication of of "big data" and predictive analytics has continued to expand, so too has policy and public concern about the use of algorithms in contemporary life. This is hardly surprising given our increasing reliance on algorithms in daily life, touching policy sectorsfrom healthcare, transport, finance, consumer retail, manufacturing education, and employment through to public service provision and the operation of the criminal justice system. This has prompted concerns about the need and importance of holding algorithmic power to account, yet it is far fromclear that existing legal and other oversight mechanisms are up to the task.This collection of essays, edited by two leading regulatory governance scholars, offers a critical exploration of "algorithmic regulation", understood both as a means for co-ordinating and regulating social action and decision-making, as well as the need for institutional mechanisms through whichthe power of algorithms and algorithmic systems might themselves be regulated. It offers a unique perspective that is likely to become a significant reference point for the ever-growing debates about the power of algorithms in daily life in the worlds of research, policy and practice. The range ofcontributors are drawn from a broad range of disciplinary perspectives including law, public administration, applied philosophy, data science and artificial intelligence. Taken together, they highlight the rise of algorithmic power, the potential benefits and risks associated with this power, theway in which Sheila Jasanoff's long-standing claim that "technology is politics" has been thrown into sharp relief by the speed and scale at which algorithmic systems are proliferating, and the urgent need for wider public debate and engagement of their underlying values and value trade-offs, theway in which they affect individual and collective decision-making and action, and effective and legitimate mechanisms by and through which algorithmic power is held to account.