Practical Fairness

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Practical Fairness

Author : Aileen Nielsen
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 149207568X
Total Pages : 374 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Fairness by : Aileen Nielsen

Download or read book Practical Fairness written by Aileen Nielsen and published by "O'Reilly Media, Inc.". This book was released on 2020-12-01 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Practical Fairness

Author : Aileen Nielsen
Publisher : O'Reilly Media
ISBN 13 : 1492075701
Total Pages : 346 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Practical Fairness by : Aileen Nielsen

Download or read book Practical Fairness written by Aileen Nielsen and published by O'Reilly Media. This book was released on 2020-12-01 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Conceptualising Procedural Fairness in EU Competition Law

Author : Haukur Logi Karlsson
Publisher : Bloomsbury Publishing
ISBN 13 : 1509935436
Total Pages : 192 pages
Book Rating : 4.5/5 (99 download)

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Book Synopsis Conceptualising Procedural Fairness in EU Competition Law by : Haukur Logi Karlsson

Download or read book Conceptualising Procedural Fairness in EU Competition Law written by Haukur Logi Karlsson and published by Bloomsbury Publishing. This book was released on 2020-09-17 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: What constitutes a fair procedure when it comes to EU competition law? This innovative book seeks to understand the philosophical considerations at the core of conflicting procedural fairness arguments in EU competition law practice. The author argues for a conceptualisation of procedural fairness as a distributional issue that can be solved by a practical fairness theory and a comprehensive methodology. To illustrate the usefulness of the conceptualisation, three procedural fairness problems from recent EU competition law practice are analysed: - the KME–Chalkor cases; - the Groupe Gascogne cases; - the regulatory question about using a collective redress mechanism for private enforcement of EU competition law. This unique approach provides a robust philosophical and methodological foundation for arguing about a wide range of procedural fairness dilemmas. The book is a must-read for academics and practitioners seeking an imaginative perspective on the philosophical foundations of arguments about procedural fairness in EU competition law and beyond.

Advances in Bias and Fairness in Information Retrieval

Author : Ludovico Boratto
Publisher : Springer Nature
ISBN 13 : 3031372492
Total Pages : 187 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Advances in Bias and Fairness in Information Retrieval by : Ludovico Boratto

Download or read book Advances in Bias and Fairness in Information Retrieval written by Ludovico Boratto and published by Springer Nature. This book was released on 2023-08-22 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 4th International Workshop on Algorithmic Bias in Search and Recommendation, BIAS 2023, held in Dublin, Ireland, in April 2023. The 10 full papers and 4 short papers included in this book were carefully reviewed and selected from 36 submissions. The present recent research in the following topics: biases exploration and assessment; mitigation strategies against biases; biases in newly emerging domains of application, including healthcare, Wikipedia, and news, novel perspectives; and conceptualizations of biases in the context of generative models and graph neural networks.

Practical Fairness

Author : Aileen Nielsen
Publisher : O'Reilly Media
ISBN 13 : 9781492075738
Total Pages : 175 pages
Book Rating : 4.0/5 (757 download)

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Book Synopsis Practical Fairness by : Aileen Nielsen

Download or read book Practical Fairness written by Aileen Nielsen and published by O'Reilly Media. This book was released on 2020-12-31 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Instinct

Author : L. Sun
Publisher : Prometheus Books
ISBN 13 : 1616148489
Total Pages : 348 pages
Book Rating : 4.6/5 (161 download)

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Book Synopsis The Fairness Instinct by : L. Sun

Download or read book The Fairness Instinct written by L. Sun and published by Prometheus Books. This book was released on 2013-10-15 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: Combining research from the social sciences, hard sciences, and the humanities, this accessible cross-disciplinary book offers fascinating insights into a key component of human nature and society. What do the Arab Spring, the Robin Hood legend, Occupy Wall Street, and the American taxpayer reaction to the $182 billion bailout of AIG have in common? All are rooted in a deeply ingrained sense of fairness. But where does this universal instinct come from? This is the driving question at the heart of L. Sun’s The Fairness Instinct. Thinkers from Aristotle to Kant, from Augustine to John Rawls, and religions from Christianity to Confucianism, have offered great insight into the nature and origins of this basic human desire for fairness. Based on the most recent scientific discoveries in behavioral genetics, neuroscience, psychology, anthropology, economics, and evolution, Sun argues that the origins of the fairness instinct cannot be found exclusively in the philosophical, social, and political perspectives to which we so often turn; rather, they can be traced to something much deeper in our biological makeup. Taking as his starting point Frans De Waal’s seminal study showing that Capuchin monkeys revolt when they are shortchanged by receiving a less valuable reward than their peers receive for the same task, Sun synthesizes a wide range of research to explore the biological roots of the fairness instinct. He shows that fairness is much more than a moral value or ideological construct; fairness is in our DNA. Combining scientific rigor with accessible and reader-friendly language to relate fascinating stories of animal and human behavior, The Fairness Instinct lays out an evolutionary roadmap for how fairness emerges and thrives under natural selection and how two powerful engines—social living and social hierarchy—have fueled the evolution of this intricate and potent instinct in all of us. Probing into the motives that underlie such phenomena as envy, consumerism, anti-intellectualism, revenge, revolution, terrorism, marriage, democracy, and religion, Sun showcases the power of the fairness instinct to make our history, shape our society, and rule our social lives.

Fairness Is Overrated

Author : Tim Stevens
Publisher : HarperChristian + ORM
ISBN 13 : 1400206553
Total Pages : 253 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Fairness Is Overrated by : Tim Stevens

Download or read book Fairness Is Overrated written by Tim Stevens and published by HarperChristian + ORM. This book was released on 2015-01-13 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover the tools of leadership to revolutionize your workplace. Tim Stevens traveled an alternative road—leaving high school and immediately joining a national non-profit organization. He rose quickly through the ranks of leadership, but nine years later left it all behind to help an upstart church get its footing. During the 20 years Stevens served as Executive Pastor at Granger Community Church near South Bend, Indiana, the ministry grew from a congregation of 300 to more than 5,000; from a staff of five to more than 130; with a preschool, restaurant, three campuses and more than 1,800 new churches planted in southern India. Leaders learn by leading. Stevens knows that creating a healthy and successful organization requires throwing out the conventional instruction manual and writing one that balances practical lessons, spiritual truths, and twenty-first century realities—exactly what you will find in Fairness Is Overrated. Stevens, now an executive with the Vanderbloemen Search Group, takes his lifetime of service and dispenses with conventional wisdom. Short, powerful chapters end with actionable discussion questions. Four pillars hold up every successful leader: Be a person of integrity. Identify the right people around you. Build a great culture. Lead through crisis. This is a manual of doing, not talking. No fluff, no stale inspirational platitudes. It’s time to move past planning and kick-start Monday into action.

Intelligent Systems in Medicine and Health

Author : Trevor A. Cohen
Publisher : Springer Nature
ISBN 13 : 3031091086
Total Pages : 607 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Intelligent Systems in Medicine and Health by : Trevor A. Cohen

Download or read book Intelligent Systems in Medicine and Health written by Trevor A. Cohen and published by Springer Nature. This book was released on 2022-11-09 with total page 607 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook comprehensively covers the latest state-of-the-art methods and applications of artificial intelligence (AI) in medicine, placing these developments into a historical context. Factors that assist or hinder a particular technique to improve patient care from a cognitive informatics perspective are identified and relevant methods and clinical applications in areas including translational bioinformatics and precision medicine are discussed. This approach enables the reader to attain an accurate understanding of the strengths and limitations of these emerging technologies and how they relate to the approaches and systems that preceded them. With topics covered including knowledge-based systems, clinical cognition, machine learning and natural language processing, Intelligent Systems in Medicine and Health: The Role of AI details a range of the latest AI tools and technologies within medicine. Suggested additional readings and review questions reinforce the key points covered and ensure readers can further develop their knowledge. This makes it an indispensable resource for all those seeking up-to-date information on the topic of AI in medicine, and one that provides a sound basis for the development of graduate and undergraduate course materials.

Public Service

Author :
Publisher :
ISBN 13 :
Total Pages : 284 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis Public Service by :

Download or read book Public Service written by and published by . This book was released on 1913 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Public Service Management

Author :
Publisher :
ISBN 13 :
Total Pages : 854 pages
Book Rating : 4.:/5 (26 download)

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Book Synopsis Public Service Management by :

Download or read book Public Service Management written by and published by . This book was released on 1913 with total page 854 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Public Service Magazine

Author :
Publisher :
ISBN 13 :
Total Pages : 460 pages
Book Rating : 4.U/5 (183 download)

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Book Synopsis Public Service Magazine by :

Download or read book Public Service Magazine written by and published by . This book was released on 1913 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Criminal Law Journal of India

Author :
Publisher :
ISBN 13 :
Total Pages : 808 pages
Book Rating : 4.A/5 ( download)

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Book Synopsis The Criminal Law Journal of India by :

Download or read book The Criminal Law Journal of India written by and published by . This book was released on 1909 with total page 808 pages. Available in PDF, EPUB and Kindle. Book excerpt:

California. Court of Appeal (4th Appellate District). Division 2. Records and Briefs

Author : California (State).
Publisher :
ISBN 13 :
Total Pages : 238 pages
Book Rating : 4.:/5 ( download)

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Book Synopsis California. Court of Appeal (4th Appellate District). Division 2. Records and Briefs by : California (State).

Download or read book California. Court of Appeal (4th Appellate District). Division 2. Records and Briefs written by California (State). and published by . This book was released on with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: Number of Exhibits: 7

ACHIEVING FAIRNESS

Author : KAREN. BUSBY
Publisher :
ISBN 13 : 9780779892297
Total Pages : pages
Book Rating : 4.8/5 (922 download)

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Book Synopsis ACHIEVING FAIRNESS by : KAREN. BUSBY

Download or read book ACHIEVING FAIRNESS written by KAREN. BUSBY and published by . This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Doing Computational Social Science

Author : John McLevey
Publisher : SAGE
ISBN 13 : 1529737591
Total Pages : 556 pages
Book Rating : 4.5/5 (297 download)

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Book Synopsis Doing Computational Social Science by : John McLevey

Download or read book Doing Computational Social Science written by John McLevey and published by SAGE. This book was released on 2021-12-15 with total page 556 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational approaches offer exciting opportunities for us to do social science differently. This beginner’s guide discusses a range of computational methods and how to use them to study the problems and questions you want to research. It assumes no knowledge of programming, offering step-by-step guidance for coding in Python and drawing on examples of real data analysis to demonstrate how you can apply each approach in any discipline. The book also: Considers important principles of social scientific computing, including transparency, accountability and reproducibility. Understands the realities of completing research projects and offers advice for dealing with issues such as messy or incomplete data and systematic biases. Empowers you to learn at your own pace, with online resources including screencast tutorials and datasets that enable you to practice your skills and get up to speed. For anyone who wants to use computational methods to conduct a social science research project, this book equips you with the skills, good habits and best working practices to do rigorous, high quality work.

A Treatise on the System of Evidence in Trials at Common Law

Author : John Henry Wigmore
Publisher :
ISBN 13 :
Total Pages : 1006 pages
Book Rating : 4.:/5 (334 download)

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Book Synopsis A Treatise on the System of Evidence in Trials at Common Law by : John Henry Wigmore

Download or read book A Treatise on the System of Evidence in Trials at Common Law written by John Henry Wigmore and published by . This book was released on 1904 with total page 1006 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Fairness versus Welfare

Author : Louis Kaplow
Publisher : Harvard University Press
ISBN 13 : 0674039319
Total Pages : 569 pages
Book Rating : 4.6/5 (74 download)

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Book Synopsis Fairness versus Welfare by : Louis Kaplow

Download or read book Fairness versus Welfare written by Louis Kaplow and published by Harvard University Press. This book was released on 2009-07-01 with total page 569 pages. Available in PDF, EPUB and Kindle. Book excerpt: By what criteria should public policy be evaluated? Fairness and justice? Or the welfare of individuals? Debate over this fundamental question has spanned the ages. Fairness versus Welfare poses a bold challenge to contemporary moral philosophy by showing that most moral principles conflict more sharply with welfare than is generally recognized. In particular, the authors demonstrate that all principles that are not based exclusively on welfare will sometimes favor policies under which literally everyone would be worse off. The book draws on the work of moral philosophers, economists, evolutionary and cognitive psychologists, and legal academics to scrutinize a number of particular subjects that have engaged legal scholars and moral philosophers. How can the deeply problematic nature of all nonwelfarist principles be reconciled with our moral instincts and intuitions that support them? The authors offer a fascinating explanation of the origins of our moral instincts and intuitions, developing ideas originally advanced by Hume and Sidgwick and more recently explored by psychologists and evolutionary theorists. Their analysis indicates that most moral principles that seem appealing, upon examination, have a functional explanation, one that does not justify their being accorded independent weight in the assessment of public policy. Fairness versus Welfare has profound implications for the theory and practice of policy analysis and has already generated considerable debate in academia.