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Fairness In Information Access Systems
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Book Synopsis Fairness in Information Access Systems by : MICHAEL D. EKSTRAND; ANUBRATA DAS; ROBIN BURKE; FE.
Download or read book Fairness in Information Access Systems written by MICHAEL D. EKSTRAND; ANUBRATA DAS; ROBIN BURKE; FE. and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recommendation, information retrieval, and other information access systems pose unique challenges for investigating and applying the fairness and non-discrimination concepts that have been developed for studying other machine learning systems. While fair information access shares many commonalities with fair classification, there are important differences such as the multistakeholder nature of information access applications, the rank-based problem setting, the centrality of personalization in many cases, and the role of user response. These all complicate the problem of identifying precisely what types and operationalizations of fairness may be relevant.In this monograph, the authors present a taxonomy of the various dimensions of fair information access and survey the literature to date on this new and rapidly-growing topic. They preface this with brief introductions to information access and algorithmic fairness to facilitate the use of this work by scholars who wish to study their intersection. The authors conclude with several open problems in fair information access and present suggestions for how to approach research in this space.
Book Synopsis Big Data and Social Science by : Ian Foster
Download or read book Big Data and Social Science written by Ian Foster and published by CRC Press. This book was released on 2016-08-10 with total page 493 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
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.
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 2022-06-18 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes refereed proceedings of the Third International Workshop on Algorithmic Bias in Search and Recommendation, BIAS 2022, held in April, 2022. The 9 full papers and 4 short papers were carefully reviewed and selected from 34 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.
Book Synopsis An Introduction to Ethics in Robotics and AI by : Christoph Bartneck
Download or read book An Introduction to Ethics in Robotics and AI written by Christoph Bartneck and published by Springer Nature. This book was released on 2020-08-11 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book introduces the reader to the foundations of AI and ethics. It discusses issues of trust, responsibility, liability, privacy and risk. It focuses on the interaction between people and the AI systems and Robotics they use. Designed to be accessible for a broad audience, reading this book does not require prerequisite technical, legal or philosophical expertise. Throughout, the authors use examples to illustrate the issues at hand and conclude the book with a discussion on the application areas of AI and Robotics, in particular autonomous vehicles, automatic weapon systems and biased algorithms. A list of questions and further readings is also included for students willing to explore the topic further.
Book Synopsis Perspectives on Digital Humanism by : Hannes Werthner
Download or read book Perspectives on Digital Humanism written by Hannes Werthner and published by Springer Nature. This book was released on 2021-11-23 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book aims to set an agenda for research and action in the field of Digital Humanism through short essays written by selected thinkers from a variety of disciplines, including computer science, philosophy, education, law, economics, history, anthropology, political science, and sociology. This initiative emerged from the Vienna Manifesto on Digital Humanism and the associated lecture series. Digital Humanism deals with the complex relationships between people and machines in digital times. It acknowledges the potential of information technology. At the same time, it points to societal threats such as privacy violations and ethical concerns around artificial intelligence, automation and loss of jobs, ongoing monopolization on the Web, and sovereignty. Digital Humanism aims to address these topics with a sense of urgency but with a constructive mindset. The book argues for a Digital Humanism that analyses and, most importantly, influences the complex interplay of technology and humankind toward a better society and life while fully respecting universal human rights. It is a call to shaping technologies in accordance with human values and needs.
Book Synopsis The Shame of the Nation by : Jonathan Kozol
Download or read book The Shame of the Nation written by Jonathan Kozol and published by Crown. This book was released on 2006-08-01 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since the early 1980s, when the federal courts began dismantling the landmark ruling in Brown v. Board of Education, segregation of black children has reverted to its highest level since 1968. In many inner-city schools, a stick-and-carrot method of behavioral control traditionally used in prisons is now used with students. Meanwhile, as high-stakes testing takes on pathological and punitive dimensions, liberal education has been increasingly replaced by culturally barren and robotic methods of instruction that would be rejected out of hand by schools that serve the mainstream of society. Filled with the passionate voices of children, principals, and teachers, and some of the most revered leaders in the black community, The Shame of the Nation pays tribute to those undefeated educators who persist against the odds, but directly challenges the chilling practices now being forced upon our urban systems. In their place, Kozol offers a humane, dramatic challenge to our nation to fulfill at last the promise made some 50 years ago to all our youngest citizens.
Book Synopsis A Hands-On Introduction to Data Science by : Chirag Shah
Download or read book A Hands-On Introduction to Data Science written by Chirag Shah and published by Cambridge University Press. This book was released on 2020-04-02 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introductory textbook offering a low barrier entry to data science; the hands-on approach will appeal to students from a range of disciplines.
Book Synopsis AI and Machine Learning for Coders by : Laurence Moroney
Download or read book AI and Machine Learning for Coders written by Laurence Moroney and published by O'Reilly Media. This book was released on 2020-10-01 with total page 393 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you're looking to make a career move from programmer to AI specialist, this is the ideal place to start. Based on Laurence Moroney's extremely successful AI courses, this introductory book provides a hands-on, code-first approach to help you build confidence while you learn key topics. You'll understand how to implement the most common scenarios in machine learning, such as computer vision, natural language processing (NLP), and sequence modeling for web, mobile, cloud, and embedded runtimes. Most books on machine learning begin with a daunting amount of advanced math. This guide is built on practical lessons that let you work directly with the code. You'll learn: How to build models with TensorFlow using skills that employers desire The basics of machine learning by working with code samples How to implement computer vision, including feature detection in images How to use NLP to tokenize and sequence words and sentences Methods for embedding models in Android and iOS How to serve models over the web and in the cloud with TensorFlow Serving
Book Synopsis Group Recommender Systems by : Alexander Felfernig
Download or read book Group Recommender Systems written by Alexander Felfernig and published by Springer Nature. This book was released on 2023-11-27 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses different aspects of group recommender systems, which are systems that help to identify recommendations for groups instead of single users. In this context, the authors present different related techniques and applications. The book includes in-depth summaries of group recommendation algorithms, related industrial applications, different aspects of preference construction and explanations, user interface aspects of group recommender systems, and related psychological aspects that play a crucial role in group decision scenarios.
Book Synopsis Interactions in Multiagent Systems: Fairness, Social Optimality and Individual Rationality by : Jianye Hao
Download or read book Interactions in Multiagent Systems: Fairness, Social Optimality and Individual Rationality written by Jianye Hao and published by Springer. This book was released on 2016-04-13 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book mainly aims at solving the problems in both cooperative and competitive multi-agent systems (MASs), exploring aspects such as how agents can effectively learn to achieve the shared optimal solution based on their local information and how they can learn to increase their individual utility by exploiting the weakness of their opponents. The book describes fundamental and advanced techniques of how multi-agent systems can be engineered towards the goal of ensuring fairness, social optimality, and individual rationality; a wide range of further relevant topics are also covered both theoretically and experimentally. The book will be beneficial to researchers in the fields of multi-agent systems, game theory and artificial intelligence in general, as well as practitioners developing practical multi-agent systems.
Author :American Bar Association. House of Delegates Publisher :American Bar Association ISBN 13 :9781590318737 Total Pages :216 pages Book Rating :4.3/5 (187 download)
Book Synopsis Model Rules of Professional Conduct by : American Bar Association. House of Delegates
Download or read book Model Rules of Professional Conduct written by American Bar Association. House of Delegates and published by American Bar Association. This book was released on 2007 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Model Rules of Professional Conduct provides an up-to-date resource for information on legal ethics. Federal, state and local courts in all jurisdictions look to the Rules for guidance in solving lawyer malpractice cases, disciplinary actions, disqualification issues, sanctions questions and much more. In this volume, black-letter Rules of Professional Conduct are followed by numbered Comments that explain each Rule's purpose and provide suggestions for its practical application. The Rules will help you identify proper conduct in a variety of given situations, review those instances where discretionary action is possible, and define the nature of the relationship between you and your clients, colleagues and the courts.
Book Synopsis The Ethical Algorithm by : Michael Kearns
Download or read book The Ethical Algorithm written by Michael Kearns and published by . This book was released on 2020 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithms have made our lives more efficient and entertaining--but not without a significant cost. Can we design a better future, one in which societial gains brought about by technology are balanced with the rights of citizens? The Ethical Algorithm offers a set of principled solutions based on the emerging and exciting science of socially aware algorithm design.
Book Synopsis A Human-Centered Perspective of Intelligent Personalized Environments and Systems by : Bruce Ferwerda
Download or read book A Human-Centered Perspective of Intelligent Personalized Environments and Systems written by Bruce Ferwerda and published by Springer Nature. This book was released on with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: Zusammenfassung: This book investigates the potential of combining the more quantitative - data-driven techniques with the more qualitative - theory-driven approaches towards the design of user-centred intelligent systems. It seeks to explore the potential of incorporating factors grounded in psychological theory into adaptive/intelligent routines, mechanisms, technologies and innovations. It highlights models, methods and tools that are emerging from their convergence along with challenges and lessons learned. Special emphasis is placed on promoting original insights and paradigms with respect to latest technologies, current research trends, and innovation directions, e.g., incorporating variables derived from psychological theory and individual differences in adaptive intelligent systems so as to increase explainability, fairness, and transparency, and decrease bias during interactions while the control remains with the user
Book Synopsis Trust and Fairness in Open, Distributed Systems by : Adam Wierzbicki
Download or read book Trust and Fairness in Open, Distributed Systems written by Adam Wierzbicki and published by Springer Science & Business Media. This book was released on 2010-05-26 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is an attempt to bring closer the greater vision of the development of Social Informatics. Social Informatics can be de?ned as a discipline of informatics that studies how information systems can realize social goals, use social concepts, or become sources of information about social phenomena. All of these research directions are present in this book: fairness is a social goal; trust is a social concept; and much of this book bases on the study of traces of Internet auctions (used also to drive social simulations) that are a rich source of information about social phenomena. The book has been written for an audience of graduate students working in the area of informatics and the social sciences, in an attempt to bridge the gap between the two disciplines. Because of this, the book avoids the use of excessive mathematical formalism, especially in Chapter 2 that attempts to summarize the theoretical basis of the two disciplines of trust and fa- ness management. Readers are usually directed to quoted literature for the purpose of studying mathematical proofs of the cited theorems.
Book Synopsis Introduction to Information Retrieval by : Christopher D. Manning
Download or read book Introduction to Information Retrieval written by Christopher D. Manning and published by Cambridge University Press. This book was released on 2008-07-07 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.
Book Synopsis Against Fairness by : Stephen T. Asma
Download or read book Against Fairness written by Stephen T. Asma and published by University of Chicago Press. This book was released on 2013 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: A polymath philosopher shares lighthearted examples of humanity's unspoken instinct toward favoritism to argue against zealous pursuits of fairness.
