AI Fairness and Beyond

AI Fairness and Beyond

Author: Chris Reed

Publisher: Bloomsbury Publishing

Published: 2024-08-08

Total Pages: 243

ISBN-13: 1509976817

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This book proposes a regulatory system for ensuring that AI makes fair decisions. No one wants to be the subject of an unfair decision made by an AI, and fairness is so important to society that we are likely to want to regulate to demand it. But how? This book attempts to answer that question. The aim of regulation must be for an AI's decisions to match the human conception of fairness. To understand what that is, the book proposes a holistic understanding of fairness, which tells us what regulation must try to achieve. However, regulation is not an abstract activity – it regulates how humans behave, and the humans in question are those who develop and use AI for decision-making. Thus the book investigates how those humans are attempting to achieve AI fairness. It finds that there is a serious mismatch between how technologists conceptualise fairness, compared to other humans. How can AI regulation bridge this gap? Traditional models of regulation cannot solve this problem. Fairness is too nuanced, too contextual, and is ultimately a human emotional response. Instead the book proposes to place the responsibility on the AI community to explain and justify their efforts to achieve fairness, basing regulatory and legal responses on how well that explanation deals with the risks that particular AI presents, and whether the AI operates in accordance with the explanation in use. The book concludes by examining how far this regulatory model might be useful for some of the other social problems which AI generates. An original and significant contribution to the literature on AI regulation, this book is a must-read for those working in the areas of law, regulation, and technology.


Applied Ethics in a Digital World

Applied Ethics in a Digital World

Author: Vasiliu-Feltes, Ingrid

Publisher: IGI Global

Published: 2021-11-19

Total Pages: 316

ISBN-13: 1799884694

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As advances in disruptive technologies transform politics and increase the velocity of information and policy flows worldwide, the public is being confronted with changes that move faster than they can comprehend. There is an urgent need to analyze and communicate the ethical issues of these advancements. In a perpetually updating digital world, data is becoming the dominant basis for reality. This new world demands a new approach because traditional methods are not fit for a non-physical space like the internet. Applied Ethics in a Digital World provides an analysis of the ethical questions raised by modern science, technological advancements, and the fourth industrial revolution and explores how to harness the speed, accuracy, and power of emerging technologies in policy research and public engagement to help leaders, policymakers, and the public understand the impact that these technologies will have on economies, legal and political systems, and the way of life. Covering topics such as artificial intelligence (AI) ethics, digital equity, and translational ethics, this book is a dynamic resource for policymakers, civil society, CEOs, ethicists, technologists, security advisors, sociologists, cyber behavior specialists, criminologists, data scientists, global governments, students, researchers, professors, academicians, and professionals.


The Ethics of Artificial Intelligence in Education

The Ethics of Artificial Intelligence in Education

Author: Wayne Holmes

Publisher: Taylor & Francis

Published: 2022-08-11

Total Pages: 238

ISBN-13: 1000620700

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The Ethics of Artificial Intelligence in Education identifies and confronts key ethical issues generated over years of AI research, development, and deployment in learning contexts. Adaptive, automated, and data-driven education systems are increasingly being implemented in universities, schools, and corporate training worldwide, but the ethical consequences of engaging with these technologies remain unexplored. Featuring expert perspectives from inside and outside the AIED scholarly community, this book provides AI researchers, learning scientists, educational technologists, and others with questions, frameworks, guidelines, policies, and regulations to ensure the positive impact of artificial intelligence in learning.


Beyond AI

Beyond AI

Author: J. Storrs Hall, Ph.D

Publisher: Prometheus Books

Published: 2009-09-25

Total Pages: 408

ISBN-13: 1615920382

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With a 30-year career in artificial intelligence (AI) and computer science, Hall reviews the history of AI, predicting the probable achievements in the near future and provides an intriguing glimpse into the astonishing possibilities and dilemmas on the horizon.


Oxford Handbook of Ethics of AI

Oxford Handbook of Ethics of AI

Author: Markus D. Dubber

Publisher: Oxford University Press

Published: 2020-06-30

Total Pages: 1000

ISBN-13: 0190067411

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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."


XxAI - Beyond Explainable AI

XxAI - Beyond Explainable AI

Author: Andreas Holzinger

Publisher: Springer Nature

Published: 2022

Total Pages: 397

ISBN-13: 303104083X

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This is an open access book. Statistical machine learning (ML) has triggered a renaissance of artificial intelligence (AI). While the most successful ML models, including Deep Neural Networks (DNN), have developed better predictivity, they have become increasingly complex, at the expense of human interpretability (correlation vs. causality). The field of explainable AI (xAI) has emerged with the goal of creating tools and models that are both predictive and interpretable and understandable for humans. Explainable AI is receiving huge interest in the machine learning and AI research communities, across academia, industry, and government, and there is now an excellent opportunity to push towards successful explainable AI applications. This volume will help the research community to accelerate this process, to promote a more systematic use of explainable AI to improve models in diverse applications, and ultimately to better understand how current explainable AI methods need to be improved and what kind of theory of explainable AI is needed. After overviews of current methods and challenges, the editors include chapters that describe new developments in explainable AI. The contributions are from leading researchers in the field, drawn from both academia and industry, and many of the chapters take a clear interdisciplinary approach to problem-solving. The concepts discussed include explainability, causability, and AI interfaces with humans, and the applications include image processing, natural language, law, fairness, and climate science.


The Atlas of AI

The Atlas of AI

Author: Kate Crawford

Publisher: Yale University Press

Published: 2021-04-06

Total Pages: 336

ISBN-13: 0300209576

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The hidden costs of artificial intelligence, from natural resources and labor to privacy and freedom What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind "automated" services, to the data AI collects from us. Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.


Future And Fintech, The: Abcdi And Beyond

Future And Fintech, The: Abcdi And Beyond

Author: Jun Xu

Publisher: World Scientific

Published: 2022-05-05

Total Pages: 553

ISBN-13: 981125091X

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The Future and FinTech examines the fundamental financial technologies and its growing impact on the Banking, Financial Services and Insurance (BFSI) sectors. With global investment amounting to more than $100 billion in 2020, the proliferation of FinTech has underpinned the direction payments, loans, wealth management, insurance, and cryptocurrencies are heading.This book presents FinTech from an industrial perspective in the context of architecture and its basic building blocks, e.g., Artificial Intelligence (AI), Blockchain, Cloud, Big Data, Internet of Things (IoT), and its connections to real-life applications at work. It provides a detailed guidance on how FinTech digitalizes business operations, improves productivity and efficiency, and optimizes resource management with the help of some new concepts, such as AIOps, MLOps and DevSecOps. Readers will also discover how FinTech Innovations connect BFSI to the rest of the world with growing interests in Open Banking, Banking-as-a-Service (BaaS) and FinTech-as-a-Service (FaaS).To help readers understand how FinTech has unlocked numerous opportunities for tapping into the massive substantial group of customers, this book illustrates the massive changes already underway and provides insights into changes yet to come through practical examples and applications with illustrative figures and summary tables, making this book a handy quick reference for all things of FinTech.Related Link(s)


Big Data and Social Science

Big Data and Social Science

Author: Ian Foster

Publisher: CRC Press

Published: 2016-08-10

Total Pages: 493

ISBN-13: 1498751431

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Both Traditional Students and Working Professionals Acquire the Skills to Analyze Social Problems. Big Data and Social Science: A Practical Guide to Methods and Tools shows how to apply data science to real-world problems in both research and the practice. The book provides practical guidance on combining methods and tools from computer science, statistics, and social science. This concrete approach is illustrated throughout using an important national problem, the quantitative study of innovation. The text draws on the expertise of prominent leaders in statistics, the social sciences, data science, and computer science to teach students how to use modern social science research principles as well as the best analytical and computational tools. It uses a real-world challenge to introduce how these tools are used to identify and capture appropriate data, apply data science models and tools to that data, and recognize and respond to data errors and limitations. For more information, including sample chapters and news, please visit the author's website.


Fugitive Pedagogy

Fugitive Pedagogy

Author: Jarvis R. Givens

Publisher: Harvard University Press

Published: 2021-04-13

Total Pages: 321

ISBN-13: 0674983688

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A fresh portrayal of one of the architects of the African American intellectual tradition, whose faith in the subversive power of education will inspire teachers and learners today. Black education was a subversive act from its inception. African Americans pursued education through clandestine means, often in defiance of law and custom, even under threat of violence. They developed what Jarvis Givens calls a tradition of “fugitive pedagogy”—a theory and practice of Black education in America. The enslaved learned to read in spite of widespread prohibitions; newly emancipated people braved the dangers of integrating all-White schools and the hardships of building Black schools. Teachers developed covert instructional strategies, creative responses to the persistence of White opposition. From slavery through the Jim Crow era, Black people passed down this educational heritage. There is perhaps no better exemplar of this heritage than Carter G. Woodson—groundbreaking historian, founder of Black History Month, and legendary educator under Jim Crow. Givens shows that Woodson succeeded because of the world of Black teachers to which he belonged: Woodson’s first teachers were his formerly enslaved uncles; he himself taught for nearly thirty years; and he spent his life partnering with educators to transform the lives of Black students. Fugitive Pedagogy chronicles Woodson’s efforts to fight against the “mis-education of the Negro” by helping teachers and students to see themselves and their mission as set apart from an anti-Black world. Teachers, students, families, and communities worked together, using Woodson’s materials and methods as they fought for power in schools and continued the work of fugitive pedagogy. Forged in slavery, embodied by Woodson, this tradition of escape remains essential for teachers and students today.