Standards For The Control Of Algorithmic Bias
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Standards For The Control Of Algorithmic Bias
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Author : Natalie Heisler
language : en
Publisher: CRC Press
Release Date : 2023-07-04
Standards For The Control Of Algorithmic Bias written by Natalie Heisler and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-04 with Computers categories.
Governments around the world use machine learning in automated decision-making systems for a broad range of functions. However, algorithmic bias in machine learning can result in automated decisions that produce disparate impact and may compromise Charter guarantees of substantive equality. This book seeks to answer the question: what standards should be applied to machine learning to mitigate disparate impact in government use of automated decision-making? The regulatory landscape for automated decision-making, in Canada and across the world, is far from settled. Legislative and policy models are emerging, and the role of standards is evolving to support regulatory objectives. While acknowledging the contributions of leading standards development organizations, the authors argue that the rationale for standards must come from the law and that implementing such standards would help to reduce future complaints by, and would proactively enable human rights protections for, those subject to automated decision-making. The book presents a proposed standards framework for automated decision-making and provides recommendations for its implementation in the context of the government of Canada’s Directive on Automated Decision-Making. As such, this book can assist public agencies around the world in developing and deploying automated decision-making systems equitably as well as being of interest to businesses that utilize automated decision-making processes.
Standards For Control Of Algorithmic Bias
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Author : Maura R. Grossman
language : en
Publisher:
Release Date : 2023-09
Standards For Control Of Algorithmic Bias written by Maura R. Grossman and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09 with Algorithms categories.
"Governments around the world use machine learning in automated decision-making systems for a broad range of functions, however algorithmic bias in machine learning can result in automated decisions that produce disparate impact and may compromise Charter guarantees of substantive equality. This book seeks to answer the question: what standards should be applied to machine learning to mitigate disparate impact in automated decision-making? The regulatory landscape for automated decision-making, in Canada and across the world, is far from settled. Legislative and policy models are emerging, and the role of standards is evolving to support regulatory objectives. While acknowledging the contributions of leading standards development organizations, the authors argue that the rationale for standards must come from the law, and that implementing such standards would help not only to reduce future complaints, but more importantly would proactively enable human rights protections for those subject to automated decision-making. The book presents a proposed standards framework for automated decision-making and also provides recommendations for implementation in the context of Canada's Directive on Automated Decision-Making. As such, this book can assist public agencies around the world in deploying and developing automated decision-making equitably, as well as being of interest to businesses that utilize Automated Decision-Making processes"--
Algorithmic Discrimination And Ethical Perspective Of Artificial Intelligence
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Author : Muharrem Kılıç
language : en
Publisher: Springer Nature
Release Date :
Algorithmic Discrimination And Ethical Perspective Of Artificial Intelligence written by Muharrem Kılıç and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
Algorithms Humans And Interactions
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Author : Don Donghee Shin
language : en
Publisher: Taylor & Francis
Release Date : 2023-01-31
Algorithms Humans And Interactions written by Don Donghee Shin and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-31 with Computers categories.
Amidst the rampant use of algorithmization enabled by AI, the common theme of AI systems is the human factor. Humans play an essential role in designing, developing, and operationalizing AI systems. We have a remit to ensure those systems run transparently, perform equitably, value our privacy, and effectively fulfill human needs. This book takes an interdisciplinary approach to contribute to the ongoing development of human–AI interaction with a particular focus on the "human" dimension and provides insights to improve the design of AI that could be genuinely beneficial and effectively used in society. The readers of this book will benefit by gaining insights into various perspectives about how AI has impacted people and society and how it will do so in the future, and understanding how we can design algorithm systems that are beneficial, legitimate, usable by humans, and designed considering and respecting human values. This book provides a horizontal set of guidelines and insight into how humans can be empowered by making choices about AI designs that allow them meaningful control over AI. Designing meaningful AI experiences has garnered great attention to address responsibility gaps and mitigate them by establishing conditions that enable the proper attribution of responsibility to humans. This book helps us understand the possibilities of what AI systems can do and how they can and should be integrated into our society.
Digital Technologies And Public Procurement
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Author : Albert Sánchez Graells
language : en
Publisher: Oxford University Press
Release Date : 2024-04-25
Digital Technologies And Public Procurement written by Albert Sánchez Graells 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 2024-04-25 with Law categories.
Bringing together insights from political economy, public policy, science, technology and legal scholarship, this book explores the role of public procurement in digital technology regulation.
An Intelligence In Our Image
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Author : Osonde A. Osoba
language : en
Publisher: Rand Corporation
Release Date : 2017-04-05
An Intelligence In Our Image written by Osonde A. Osoba and has been published by Rand Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-05 with Computers categories.
Machine learning algorithms and artificial intelligence influence many aspects of life today and have gained an aura of objectivity and infallibility. The use of these tools introduces a new level of risk and complexity in policy. This report illustrates some of the shortcomings of algorithmic decisionmaking, identifies key themes around the problem of algorithmic errors and bias, and examines some approaches for combating these problems.
The Alternative Investment Fund Managers Directive
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Author : Dirk Zetzsche
language : en
Publisher: Kluwer Law International B.V.
Release Date : 2020-09-17
The Alternative Investment Fund Managers Directive written by Dirk Zetzsche and has been published by Kluwer Law International B.V. this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-17 with Law categories.
In the ten years since its coming into force, the Alternative Investment Fund Managers Directive (AIFMD), with almost EUR 7 trillion assets under management in its remit, has become an important piece of European regulation complementing the Undertakings for Collective Investment in Transferable Securities (UCITS) and the Markets in Financial Instruments (MiFI) frameworks. This third edition of the most comprehensive and in-depth analysis of the AIFMD and its related European investment fund legislation (including the European Venture Capital Fund Regulation, the European Social Entrepreneurship Fund Regulation, the European Long-Term Investment Fund Regulation and the European Money Market Fund Regulation among others) brings together fund industry experts, fund supervisors, consultants, lawyers and academics to discuss the content and system of the directive from every angle, including its relation not only to the UCITS and MiFI frameworks but also to pension funds, the Sustainable Finance Disclosure Regulation, the Securitization Regulation and the Cross Border Funds Distribution Directive and Regulation, as well as related pieces of tax regulation at the European level. Further, the third edition emphasizes the function of such factors in the financial services value chain as the following: the AIFMD’s approach to robo-advisors; digital asset funds; infrastructure investments in the context of real estate and sustainable investments; risk management; transparency; and impact on alternative investment strategies. Five country reports, focusing on the European Union’s five most important financial centres for alternative investment funds, deal with the potential interactions among the AIFMD and the relevant laws and regulations of France, Germany, Luxembourg, Ireland and The Netherlands. This thoroughly updated edition elaborates on potential difficulties encountered when applying the directive and provides potential solutions to the problems it raises. The book is sure to be warmly welcomed by fund lawyers and consultants, investors and their counsels, fund managers, depositaries, asset managers and administrators, as well as regulators and academics in the field.
Advances In Bias And Fairness In Information Retrieval
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Author : Ludovico Boratto
language : en
Publisher: Springer Nature
Release Date : 2021-06-24
Advances In Bias And Fairness In Information Retrieval written by Ludovico Boratto and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-24 with Computers categories.
This book constitutes refereed proceedings of the Second International Workshop on Algorithmic Bias in Search and Recommendation, BIAS 2021, held in April, 2021. Due to the COVID-19 pandemic BIAS 2021 was held virtually. The 11 full papers and 3 short papers were carefully reviewed and selected from 37 submissions. The papers cover topics that go from search and recommendation in online dating, education, and social media, over the impact of gender bias in word embeddings, to tools that allow to explore bias and fairnesson the Web.
Proceedings Of The Second International Symposium On Process Control Diagnostics And Modeling In Semiconductor Manufacturing
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Author : M. Meyyappan
language : en
Publisher: The Electrochemical Society
Release Date : 1997
Proceedings Of The Second International Symposium On Process Control Diagnostics And Modeling In Semiconductor Manufacturing written by M. Meyyappan and has been published by The Electrochemical Society this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Technology & Engineering categories.
Understand Manage And Prevent Algorithmic Bias
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Author : Tobias Baer
language : en
Publisher:
Release Date : 2019
Understand Manage And Prevent Algorithmic Bias written by Tobias Baer and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with Computer science categories.
The human mind is evolutionarily designed to take shortcuts in order to survive. We jump to conclusions because our brains want to keep us safe. A majority of our biases work in our favor, such as when we feel a car speeding in our direction is dangerous and we instantly move, or when we decide not take a bite of food that appears to have gone bad. However, inherent bias negatively affects work environments and the decision-making surrounding our communities. While the creation of algorithms and machine learning attempts to eliminate bias, they are, after all, created by human beings, and thus are susceptible to what we call algorithmic bias. In Understand, Manage, and Prevent Algorithmic Bias, author Tobias Baer helps you understand where algorithmic bias comes from, how to manage it as a business user or regulator, and how data science can prevent bias from entering statistical algorithms. Baer expertly addresses some of the 100+ varieties of natural bias such as confirmation bias, stability bias, pattern-recognition bias, and many others. Algorithmic bias mirrors-and originates in-these human tendencies. While most writings on algorithmic bias focus on the dangers, the core of this positive, fun book points toward a path where bias is kept at bay and even eliminated. You'll come away with managerial techniques to develop unbiased algorithms, the ability to detect bias more quickly, and knowledge to create unbiased data. Understand, Manage, and Prevent Algorithmic Bias is an innovative, timely, and important book that belongs on your shelf. Whether you are a seasoned business executive, a data scientist, or simply an enthusiast, now is a crucial time to be educated about the larger sociological impact of bias in the digital era.