Fairness

Fairness
Author: Nicholas Rescher
Publisher: Routledge
Total Pages: 151
Release: 2018-02-06
Genre: Philosophy
ISBN: 1351324918

Download Fairness Book in PDF, Epub and Kindle

In theory and practice, the notion of fairness is far from simple. The principle is often elusive and subject to confusion, even in institutions of law, usage, and custom. In Fairness, Nicholas Rescher aims to liberate this concept from misunderstandings by showing how its definitive characteristics prevent it from being absorbed by such related conceptions as paternalistic benevolence, radical egalitarianism, and social harmonization. Rescher demonstrates that equality before the state is an instrument of justice, not of social utility or public welfare, and argues that the notion of fairness stops well short of a literal egalitarianism. Rescher disposes of the confusions arising from economists' penchant to focus on individual preferences, from decision theorists' concern for averting envy, and from political theorists' sympathy for egalitarianism. In their place he shows how the idea of distributive equity forms the core of the concept of fairness in matters of distributive justice. The coordination of shares with valid claims is the crux of the concept of fairness. In Rescher's view, this means that the pursuit of fairness requires objective rather than subjective evaluation of the goods being shared. This is something quite different from subjective equity based on the personal evaluation of goods by those laying claim to them. Insofar as subjective equity is a concern, the appropriate procedure for its realization is a process of maximum value distribution. Further, Rescher demonstrates that in matters of distributive justice, the distinction between new ownership and preexisting ownership is pivotal and calls for proceeding on very different principles depending on the case. How one should proceed depends on context, and what is adjudged fair is pragmatic, in that there are different requirements for effectiveness in achieving the aims and purposes of the sort of distribution that is intended. Rescher concludes that fairness is a fundamentally ethical concept. Its distinctive modus operandi contrasts sharply with the aims of paternalism, preference-maximizing, or economic advantage. Fairness will be of interest to philosophers, economists, and political scientists.

ACHIEVING FAIRNESS

ACHIEVING FAIRNESS
Author: KAREN. BUSBY
Publisher:
Total Pages:
Release: 2020
Genre:
ISBN: 9780779892297

Download ACHIEVING FAIRNESS Book in PDF, Epub and Kindle

Leveling the Field

Leveling the Field
Author: Sabat Beatto
Publisher: Independently Published
Total Pages: 0
Release: 2023-02-04
Genre:
ISBN:

Download Leveling the Field Book in PDF, Epub and Kindle

"Leveling the field: Achieving Fairness in an unjust world" delves into the complex and multifaceted topic of fairness, examining its meaning, origins and implications in various aspects of life. From the legal system and the workplace, to education, healthcare and politics, this book explores the ways in which fairness can be both upheld and challenged and offers insight into the systemic issues that prevent true fairness from being achieved. Written by experts in the field, this book offers a comprehensive and thought-provoking examination of fairness and its role in shaping our society. With practical solutions and real-world examples, it provides valuable information for individuals, organizations and policy makers who are committed to promoting fairness and fighting for justice and equality.

To Be Fair

To Be Fair
Author: Ben Fenton
Publisher: Bloomsbury Publishing
Total Pages: 233
Release: 2021-03-11
Genre: Philosophy
ISBN: 1912914255

Download To Be Fair Book in PDF, Epub and Kindle

'Ben's book is an elegant and essential intervention in an era of enervating culture wars. It asks and answers nothing less than the most important question of our time: how can we recover the ability to talk to one another?' - Sathnam Sanghera, author of Empireland What does it mean to be fair? Why do we feel unfairness so strongly? What has happened to us today that we spend more time condemning each other's views than giving each other a fair hearing? The idea of fairness is one of the most commonly-expressed concepts, yet nobody ever stops to think what it really means. We all simply take the word 'fair' for granted. In this polemical guide to fairness, Ben Fenton explains the meaning of the word, how it fits into our genetic make-up and why we need our innate sense of fair play now more than ever. Fenton explores the idea that the unconscious procedure that humans go through in deciding fairness is the vital balancing act between competition and cooperation, the two driving forces that have made us the super-species of Planet Earth. He describes the neurology, anthropology, psychology, history and future of fairness and looks at how it affects our lives through politics, law, sex, religion, race, sport, business and even war. As a reporter of thirty years' experience, Fenton brings all his skills to bear in a lively and challenging description of the profound inner meaning of a throwaway phrase and why it matters so much to every single person in the world to seek To Be Fair. PART I – WHY SHOULD WE TRY TO BE FAIR? 1. Why You Should Read This Book 2. The Principles of Fairness 3. The Neurology and Psychology of Fairness 4. Fairness in History 5. Is Fairness a Creation of the English speaking World? (Spoiler alert: No) PART II – WHAT DOES FAIRNESS LOOK LIKE IN THE MODERN WORLD? 6. Fairness in Sport (and other forms of War) 7. Fairness in Business and Economics 8. Fairness in Law and Taxation 9. Fairness in Communication and Technology 10. Fairness in Politics and Government 11. Fairness in Human Relationships 12. Is Fair Play the Answer to the Ultimate Question?

Practical Fairness

Practical Fairness
Author: Aileen Nielsen
Publisher: O'Reilly Media
Total Pages: 175
Release: 2020-12-31
Genre:
ISBN: 9781492075738

Download Practical Fairness Book in PDF, Epub and Kindle

Fairness is an increasingly important topic as machine learning and AI more generally take over the world. While this is an active area of research, many realistic best practices are emerging at all steps along the data pipeline, from data selection and preprocessing to blackbox model audits. This book will guide you through the technical, legal, and ethical aspects of making your code fair and secure while highlighting cutting edge academic research and ongoing legal developments related to fairness and algorithms. There is mounting evidence that the widespread deployment of machine learning and artificial intelligence in business and government is reproducing the same biases we are trying to fight in the real world. For this reason, fairness is an increasingly important consideration for the data scientist. Yet discussions of what fairness means in terms of actual code are few and far between. This code will show you how to code fairly as well as cover basic concerns related to data security and privacy from a fairness perspective.

The Fairness Doctrine and the Media

The Fairness Doctrine and the Media
Author: Steven J. Simmons
Publisher: Univ of California Press
Total Pages: 304
Release: 2023-11-10
Genre: Social Science
ISBN: 0520333349

Download The Fairness Doctrine and the Media Book in PDF, Epub and Kindle

This title is part of UC Press's Voices Revived program, which commemorates University of California Press’s mission to seek out and cultivate the brightest minds and give them voice, reach, and impact. Drawing on a backlist dating to 1893, Voices Revived makes high-quality, peer-reviewed scholarship accessible once again using print-on-demand technology. This title was originally published in 1978.

Teaching Transformed

Teaching Transformed
Author: Roland Tharp
Publisher: Routledge
Total Pages: 289
Release: 2018-02-12
Genre: Education
ISBN: 0429965494

Download Teaching Transformed Book in PDF, Epub and Kindle

The social organization of teaching and learning, particularly in classrooms, has not yet been recognized as a foundational element of education. However, social constructionist views of human development, cognition, and schooling, as well as the increasing challenges of cultural and linguistic diversity, make it a vital concern for teachers, researchers, and policymakers. This book introduces the concept of educational social organization, assembles the pertinent theory and evidence, and suggests future directions for training and policy. }The four goals of school reform--academic excellence, fairness, inclusion and harmony--can be achieved simultaneously, by transforming the final common pathway of all school reform--instructional activity. Teaching Transformed is a new vision for classrooms, based on consensus research findings and unified practice prescriptions, explained and justified by new developments in sociocultural theory, and clarified by an explicit five-phase developmental guide for achieving that transformation. Teaching Transformed is both visionary and practical, both theoretical and data-driven, and determined to create effective education for all students. Professional educators, parents, and any reader concerned with saving our schools will find this book necessary to understand our current plight, and to envision a realistic means of transformation.

AI Fairness and Beyond

AI Fairness and Beyond
Author: Chris Reed
Publisher: Bloomsbury Publishing
Total Pages: 243
Release: 2024-08-08
Genre: Law
ISBN: 1509976817

Download AI Fairness and Beyond Book in PDF, Epub and Kindle

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.

Improving Fairness in Budget-constrained Algorithmic Decision-making

Improving Fairness in Budget-constrained Algorithmic Decision-making
Author: Michiel Anton Bakker
Publisher:
Total Pages: 153
Release: 2020
Genre:
ISBN:

Download Improving Fairness in Budget-constrained Algorithmic Decision-making Book in PDF, Epub and Kindle

The last five years have seen a vast increase in academic and popular interest in “fair” machine learning. But while the community has made significant progress towards developing algorithmic interventions to mitigate unfairness, research has focused predominantly on static classification settings. Real-world algorithmic decision making, however, increasingly happens in more dynamic settings. In this thesis, we will study fairness in some of these settings. The first part focuses on mitigating unfairness in settings in which decision makers can choose to spend part of a limited budget on acquiring more information for individuals. For example, a doctor who is unsure about a diagnosis can first decide to conduct additional tests before making a final decision. Studying fairness in this budget-constrained decision-making setting is important not only because of its applicability to a wide range of domains but also because it offers a novel perspective on how fairness can be defined and improved. We will propose three methods for achieving fairness in this setting that provide guarantees at the level of a population subgroup or at the level of an individual. The second part of the thesis studies a real-world budget-constrained application of algorithmic decision-making. We detect bias in statistical models that are currently deployed to support the distribution of social programs among millions of households in the developing world. Finally, we propose a domain-specific decision support tool that addresses bias in this domain while accounting for the complex multi-stakeholder decision-making process.