Standards For 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"--
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.
Generative Ai In Fintech Revolutionizing Finance Through Intelligent Algorithms
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Author : Soumi Dutta
language : en
Publisher: Springer Nature
Release Date : 2025-03-19
Generative Ai In Fintech Revolutionizing Finance Through Intelligent Algorithms written by Soumi Dutta and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-19 with Computers categories.
This book delves into the intersection of generative artificial intelligence (AI) and the financial Technology (FinTech) industry. This book provides a comprehensive exploration of how Generative AI, a cutting-edge subset of artificial intelligence, is fundamentally altering the landscape of finance. It meticulously unravels the intricate ways in which advanced algorithms, powered by generative AI, are transforming traditional financial processes, decision-making, risk assessment, portfolio management, fraud detection, and more. Through a detailed analysis of theoretical concepts and practical applications, we illustrate how generative AI techniques, such as Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs), are empowering FinTech applications to generate synthetic financial data, optimize trading strategies, and enhance customer experiences. Readers will gain a deep understanding of the potential of generative AI to create realistic financial scenarios, model market behaviour, and simulate various economic conditions for better planning and strategizing. Moreover, this book offers insights into ethical considerations and potential challenges associated with the use of generative AI in the FinTech domain, emphasizing the importance of responsible and accountable deployment. Additionally, Generative AI in FinTech serves as a practical guide for professionals, researchers, and enthusiasts seeking to implement generative AI solutions within the financial sector. It presents case studies and real-world examples that demonstrate the effectiveness and impact of generative AI in various FinTech applications.
Algorithms Of Oppression
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Author : Safiya Umoja Noble
language : en
Publisher: NYU Press
Release Date : 2018-02-20
Algorithms Of Oppression written by Safiya Umoja Noble and has been published by NYU Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-20 with Computers categories.
Acknowledgments -- Introduction: the power of algorithms -- A society, searching -- Searching for Black girls -- Searching for people and communities -- Searching for protections from search engines -- The future of knowledge in the public -- The future of information culture -- Conclusion: algorithms of oppression -- Epilogue -- Notes -- Bibliography -- Index -- About the author
Platform Regulation
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Author : Pradip Ninan Thomas
language : en
Publisher: Oxford University Press
Release Date : 2022-12-31
Platform Regulation written by Pradip Ninan Thomas 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 2022-12-31 with Social Science categories.
Over the last decade or two, a handful of powerful, monopolist platforms have embraced our lives worldwide. They intermediate our socialities and relationships, what we search for on the Internet, and our online purchases. We are living in a global economy that is fuelled by the monetization of affect. One is now only too aware that various platforms are very systematically using the advantages stemming from algorithmic power and platform externalities to mine and privatize personal data that is in turn sold to advertisers who target not just the present but also future economic behaviours of users. One now also hears of the complicity of some of these platforms in data breaches that have contributed to the making and unmaking of political fortunes of key political parties across geographies. This unprecedented power of platforms is, however, being challenged today. Data breaches, evidence of platform manipulations, platform complicities with state surveillance, and their monopolist behaviours and its consequences for competition and data privacy have become the basis for regulatory responses from governments throughout the world. National and regional courts of law have collected a lot of evidence on myriad forms of platform illegalities that discriminate against competitors and that point to the privatization of personal data on a global scale. The proposed volume provides an introduction to some of the issues and challenges related to platform regulation, the conundrums and paradoxes involved, and also to some of the well-conceived and manageable regulatory pathways currently being explored by national and regional governments. It highlights regulatory responses from four jurisdictions - the European Union, USA, India, and Australia.
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.
Ai Management System Certification According To The Iso Iec 42001 Standard
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Author : Sid Ahmed Benraouane
language : en
Publisher: CRC Press
Release Date : 2024-06-24
Ai Management System Certification According To The Iso Iec 42001 Standard written by Sid Ahmed Benraouane and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-24 with Business & Economics categories.
The book guides the reader through the auditing and compliance process of the newly released ISO Artificial Intelligence standard. It provides tools and best practices on how to put together an AI management system that is certifiable and sheds light on ethical and legal challenges business leaders struggle with to make their AI system comply with existing laws and regulations, and the ethical framework of the organization. The book is unique because it provides implementation guidance on the new certification and conformity assessment process required by the new ISO Standard on Artificial Intelligence (ISO 42001:2023 Artificial Intelligence Management System) published by ISO in August 2023. This is the first book that addresses this issue. As a member of the US/ISO team who participated in the drafting of this standard during the last 3 years, the author has direct knowledge and insights that are critical to the implementation of the standard. He explains the context of how to interpret ISO clauses, gives examples and guidelines, and provides best practices that help compliance managers and senior leadership understand how to put together the AI compliance system to certify their AI system. The reader will find in the book a complete guide to the certification process of AI systems and the conformity assessment required by the standard. It also provides guidance on how to read the new EU AI Act and some of the U.S. legislations, such as NYC Local Law 144, enacted in July 2023. This is the first book that helps the reader create an internal auditing program that enhances the company’s AI compliance framework. Generative AI has taken the world by storm, and currently, there is no international standard that provides guidance on how to put together a management system that helps business leaders address issues of AI governance, AI structure, AI risk, AI audit, and AI impact analysis. ISO/IEC 42001:2023 is the first international mandatory and certifiable standard that provides a comprehensive and well-integrated framework for the issue of AI governance. This book provides a step-by-step process on how to implement the standard so the AI system can pass the ISO accreditation process.
Smart Technologies And Fundamental Rights
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Author : John-Stewart Gordon
language : en
Publisher: Value Inquiry Book
Release Date : 2020-12-10
Smart Technologies And Fundamental Rights written by John-Stewart Gordon and has been published by Value Inquiry Book this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-10 with Philosophy categories.
"Smart Technologies and Fundamental Rights covers a broad range of vital topics that highlight the ethical, socio-political, and legal challenges as well as technical issues of AI with respect to fundamental rights. Either humanity will greatly profit from the use of AI in almost all domains in human life that may eventually lead to a much better and more humane society. Or, it could be the case that people may misuse AI for idiosyncratic purposes as well as intelligent machines may turn against human beings. Therefore, we should be extremely cautious with respect to the technological development of AI because we might not be able to control the machines once they reached a certain level of sophistication"--
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.