Download or read book Auditing Bias and Representation in Sociotechnical Systems written by Danaë Metaxa-Kakavouli and published by . This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Algorithms are ubiquitous and critical sources of information, increasingly acting as gatekeepers and intermediaries on virtually any topic, including our friends and family, news and politics, entertainment, and even health and well-being. However, studying such content poses considerable challenges, as it is both dynamic and ephemeral: these algorithms are constantly changing, and frequently changing silently, with no record of the content to which users have been exposed over time. To address these challenges, in this dissertation I argue for the need for an interdisciplinary approach that combines strategies, methods, and insights from computational and behavioral sciences. In particular, one strategy that has proven effective is the algorithm audit: a method of repeatedly querying an algorithm and observing its output to draw conclusions about the algorithm's opaque inner workings and possible external impact. Algorithm audits can, without access to underlying algorithms, identify patterns in algorithmic content with important social implications in domains including politics, discrimination and bias, and news media. In my dissertation, I present an overview of the algorithm audit methodology, including the history of audit studies in the social sciences from which this method is derived; a summary of key algorithm audits over the last two decades in a variety of domains; and a set of best practices for conducting algorithm audits today. I concretize these contributions by detailing two case studies, scraping algorithm audits I have conducted. Subsequently I describe a new class of algorithm audits I term intervention auditing, and a system developed for researchers to conduct such audits. Finally, I conclude by discussing the social, ethical, and political dimensions of auditing algorithms, and proposing normative standards for the use of this method, in particular advocating for algorithm auditors to consider this method as a possible vehicle for activism--a method with the potential to bring about social change for the greater good.
Download or read book Collaboration Technologies and Social Computing written by Hideyuki Takada and published by Springer Nature. This book was released on 2023-08-21 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 29th International Conference on Collaboration Technologies and Social Computing, CollabTech 2023, held in Osaka, Japan, during August 29–September 1, 2023, in hybrid mode. The 8 full papers presented in this book together with 12 short papers were carefully reviewed and selected from 31 submissions. The papers focus on innovative technical, human and organizational approaches to expand collaboration support including computer science, management science, design science, cognitive and social science.
Download or read book An Intelligence in Our Image written by Osonde A. Osoba and published by Rand Corporation. This book was released on 2017-04-05 with total page 45 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning algorithms and artificial intelligence influence many aspects of life today. This report identifies some of their shortcomings and associated policy risks and examines some approaches for combating these problems.
Download or read book Leveraging Artificial Intelligence in Global Epidemics written by Le Gruenwald and published by Academic Press. This book was released on 2021-07-28 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leveraging Artificial Intelligence in Global Epidemics provides readers with a detailed technical description of the role Artificial Intelligence plays in various stages of a disease outbreak, using COVID-19 as a case study. In the fight against epidemics, medical staff are on the front line; but behind the lines the battle is fought by researchers, and data scientists. Artificial Intelligence has been helping researchers with computer modeling and simulation for predictions about disease progression, the overall economic situation, tax incomes and population development. In the same manner, AI can prepare researchers for any emergency situation by backing the medical science. Artificial Intelligence plays a key and cutting-edge role in the preparedness for and dealing with the outbreak of global epidemics. It can help researchers analyze global data about known viruses to predict the patterns of the next pandemic and the impacts it will have. Not only prediction, AI plays an increasingly important role in assessing readiness, early detection, identification of patients, generating recommendations, situation awareness and more. It is up to the right input and the innovative ways by humans to leverage what AI can do. As COVID-19 has grabbed the world and its economy today, an analysis of the COVID-19 outbreak and the global responses and analytics will pay a long way in preparing humanity for such future situations. Provides readers with understanding of how Artificial Intelligence can be applied to the prediction, forecasting, detection, and testing of global epidemics, using COVID-19 and other recent epidemics such as Ebola, Corona viruses, Zika, influenza, Dengue, Chikungaya, and malaria as case studies Includes background material regarding readiness for coping with epidemics, including Machine Learning models for prediction of epidemic outbreaks based on existing data Includes technical coverage of key topics such as generating recommendations to combat outbreaks, genome sequencing, AI-assisted testing, AI-assisted contact tracing, situation awareness and combating disinformation, and the role of Artificial Intelligence and Machine Learning in drug discovery, vaccine development, and drug re-purposing
Download or read book Auditing Algorithms written by Danaë Metaxa and published by . This book was released on 2021 with total page 81 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this work, the authors present an overview of the algorithm audit methodology. They include the history of audit studies in the social sciences from which this method is derived; a summary of key algorithm audits over the last two decades in a variety of domains such as health, politics, and discrimination.
Download or read book The Ends of Knowledge written by Rachael Scarborough King and published by Bloomsbury Publishing. This book was released on 2023-06-01 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bringing together an exciting group of knowledge workers, scholars and activists from across fields, this book revisits a foundational question of the Enlightenment: what is the last or furthest end of knowledge? It is a book about why we do what we do, and how we might know when we are done. In the reorganization of knowledge that characterized the Enlightenment, disciplines were conceived as having particular ends, both in terms of purposes and end-points. As we experience an ongoing shift to the knowledge economy of the Information Age, this collection asks whether we still conceptualize knowledge in this way. Does an individual discipline have both an inherent purpose and a natural endpoint? What do an experiment on a fruit fly, a reading of a poem, and the writing of a line of code have in common? Focusing on areas as diverse as AI; biology; Black studies; literary studies; physics; political activism; and the concept of disciplinarity itself, contributors uncover a life after disciplinarity for subjects that face immediate threats to the structure if not the substance of their contributions. These essays whether reflective, historical, eulogistic, or polemical chart a vital and necessary course towards the reorganization of knowledge production as a whole.
Download or read book Organization and Management Problem Solving written by James T. Ziegenfuss and published by SAGE. This book was released on 2002 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on a broad range of case studies, Organization and Management Problem Solving is an insightful text designed to improve the application of organization theory and systems thinking in teaching and practice. This book illustrates the five key themes in the nature of organization and managementa'technical, structural, psychosocial, managerial, and culturala'through the analysis of measured incidents tested by students. A clear theoretical framework supports the case studies, allowing the text to have practical relevance to contemporary settings and to be recognized as a model for describing, analyzing, and responding to organization and management problems. The model integrates the thinking of many writers on organization and problem solving including Ackoff, Blake, and Mouton; Schein, Kast, and Rosenweign; and Mitroff and Lippitt. The approach eliminates causal conditions and emphasizes responsive problem solving. Theory is applied and expanded as needed to a broader social context, engaging the reader in a thorough understanding of the nature and development of organization theory and problem solving. This book is relevant to consultants, academics, and professional managers in a number of settings (academic, military, business organizations, and research institutes) and disciplines (including development and change, management, human resources, social psychology, communication, sociology, and psychology).
Download or read book Algorithmic Regulation written by Karen Yeung and published by Oxford University Press. This book was released on 2019-09-05 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: As the power and sophistication of of 'big data' and predictive analytics has continued to expand, so too has policy and public concern about the use of algorithms in contemporary life. This is hardly surprising given our increasing reliance on algorithms in daily life, touching policy sectors from healthcare, transport, finance, consumer retail, manufacturing education, and employment through to public service provision and the operation of the criminal justice system. This has prompted concerns about the need and importance of holding algorithmic power to account, yet it is far from clear that existing legal and other oversight mechanisms are up to the task. This collection of essays, edited by two leading regulatory governance scholars, offers a critical exploration of 'algorithmic regulation', understood both as a means for co-ordinating and regulating social action and decision-making, as well as the need for institutional mechanisms through which the power of algorithms and algorithmic systems might themselves be regulated. It offers a unique perspective that is likely to become a significant reference point for the ever-growing debates about the power of algorithms in daily life in the worlds of research, policy and practice. The range of contributors are drawn from a broad range of disciplinary perspectives including law, public administration, applied philosophy, data science and artificial intelligence. Taken together, they highlight the rise of algorithmic power, the potential benefits and risks associated with this power, the way in which Sheila Jasanoff's long-standing claim that 'technology is politics' has been thrown into sharp relief by the speed and scale at which algorithmic systems are proliferating, and the urgent need for wider public debate and engagement of their underlying values and value trade-offs, the way in which they affect individual and collective decision-making and action, and effective and legitimate mechanisms by and through which algorithmic power is held to account.
Download or read book Hodson and Geddes Cystic Fibrosis Fourth Edition written by Andrew Bush and published by CRC Press. This book was released on 2015-07-02 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hodson and Geddes' Cystic Fibrosis provides everything the respiratory clinician, pulmonologist or health professional treating patients needs in a single manageable volume. This international and authoritative work brings together current knowledge and has become established in previous editions as a leading reference in the field. This fourth edition includes a wealth of new information, figures, useful videos, and a companion eBook. The basic science that underlies the disease and its progression is outlined in detail and put into a clinical context. Diagnostic and clinical aspects are covered in depth, as well as promising advances such as gene therapies and other novel molecular based treatments. Patient monitoring and the importance of multidisciplinary care are also emphasized. This edition: Features accessible sections reflecting the multidisciplinary nature of the cystic fibrosis care team Contains a chapter written by patients and families about their experiences with the disease Includes expanded coverage of clinical areas, including chapters covering sleep, lung mechanics and the work of breathing, upper airway disease, insulin deficiency and diabetes, bone disease, and sexual and reproductive issues Discusses management both in the hospital and at home Includes a new section on monitoring and discusses the use of databases to improve patient care Covers monitoring in different age groups, exercise testing and the outcomes of clinical trials in these areas Includes chapters devoted to nursing, physiotherapy, psychology, and palliative and spiritual care Throughout, the emphasis is on providing an up-to-date and balanced review of both the clinical and basic science aspects of the subject and reflecting the multidisciplinary nature of the cystic fibrosis care team.
Download or read book Global Pandemic and Human Security written by Rajib Shaw and published by Springer Nature. This book was released on 2022-03-01 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights how the human security aspect has been affected by the global pandemic, based on the specific case study, field data, and evidence. COVID-19 has exemplified that the pandemic is global, but its responses are local. The responses depend on national governance and policy framework, use of technology and innovation, and people’s perceptions and behavior, among many others. There are many differences in how the pandemic has affected the rich and the poor, urban and rural sectors, development and fiscal sectors, and developed and developing nations and communities.Echoing human security principles, the 2030 Agenda emphasized a “world free of poverty, hunger, disease and want... free of fear and violence... with equitable and universal access to quality education, health care, and social protection....to safe drinking water and sanitation... where food is sufficient, safe, affordable and nutritious... where habitats are safe, resilient and sustainable...and where there is universal access to affordable, reliable and sustainable energy.” These basic human security [PA1] principles and development agenda are highly affected by the global pandemic worldwide, irrespective of its development and economic status. Thus, the book highlights the nexus between human security and development issues. It has two major pillars, one is the development and the other is technology issues. These two inter-dependent topics are discussed in the perspective of the global pandemic, making this the most important feature of this book.While the world is still in the middle of a pandemic, and possibly other natural and biological hazards may affect peoples’ lives and livelihoods in the future, this book provides some key learning, which can be used to cope with future uncertainties, including climate risks. Thus, the book is timely and relevant to wider readers.
Download or read book The Ethical Algorithm written by Michael Kearns and published by Oxford University Press. This book was released on 2019-10-04 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps. Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.
Download or read book Government Policy toward Open Source Software written by Robert W. Hahn and published by Rowman & Littlefield. This book was released on 2010-12-01 with total page 128 pages. Available in PDF, EPUB and Kindle. Book excerpt: Can open source software—software that is usually available without charge and that individuals are free to modify—survive against the fierce competition of proprietary software, such as Microsoft Windows? Should the government intervene on its behalf? This book addresses a host of issues raised by the rapid growth of open source software, including government subsidies for research and development, government procurement policy, and patent and copyright policy. Contributors offer diverse perspectives on a phenomenon that has become a lightning rod for controversy in the field of information technology. Contributors include James Bessen (Research on Innovation), David S. Evans (National Economic Research Associates), Lawrence Lessig (Stanford University), Bradford L. Smith (Microsoft Corporation), and Robert W. Hahn (director, AEI-Brookings Joint Center).
Download or read book Algorithmic Equity written by Osonde A. Osoba and published by . This book was released on 2019 with total page 100 pages. Available in PDF, EPUB and Kindle. Book excerpt: This report is an examination of pathologies in social institutions' use of algorithmic decisionmaking processes. The primary focus is understanding how to evaluate the equitable use of algorithms across a range of specific applications.
Download or read book Human Compatible written by Stuart Jonathan Russell and published by Penguin Books. This book was released on 2019 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: A leading artificial intelligence researcher lays out a new approach to AI that will enable people to coexist successfully with increasingly intelligent machines.
Download or read book Digital Dominance written by Martin Moore and published by Oxford University Press. This book was released on 2018 with total page 441 pages. Available in PDF, EPUB and Kindle. Book excerpt: Across the globe, Google, Amazon, Facebook, Apple and Microsoft have accumulated power in ways that existing regulatory and intellectual frameworks struggle to comprehend. A consensus is emerging that the power of these new digital monopolies is unprecedented, and that it has important implications for journalism, politics, and society. It is increasingly clear that democratic societies require new legal and conceptual tools if they are to adequately understand, and if necessary check the economic might of these companies. Equally, that we need to better comprehend the ability of such firms to control personal data and to shape the flow of news, information, and public opinion. In this volume, Martin Moore and Damian Tambini draw together the world's leading researchers to examine the digital dominance of technologies platforms and look at the evidence behind the rising tide of criticism of the tech giants. In fifteen chapters, the authors examine the economic, political, and social impacts of Google, Amazon, Facebook, Apple, and Microsoft, in order to understand the different facets of their power and how it is manifested. Digital Dominance is the first interdisciplinary volume on this topic, contributing to a conversation which is critical to maintaining the health of democracies across the world.
Download or read book Algorithmic Bias in Medicine A Study of Discrimination Against PoC in Healthcare AI written by Luis Ernst and published by diplom.de. This book was released on 2023-07-10 with total page 31 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the 19th century, those controlling the steel industry amassed considerable fortunes. Subsequently, the 20th century witnessed oil as the principal resource for accumulating wealth. Presently, data, often referred to as the new oil, are among the most valuable assets. Seven of the world’s leading corporations, as measured by market value, were involved in data and artificial intelligence (AI) towards the end of 2019. This growth in Big Data and AI has spurred the fourth industrial revolution. Within this thesis, AI refers to the capacity of machines to execute tasks autonomously, based on algorithms, whilst adaptively responding to unfamiliar circumstances. As such, the thesis examines methods that empower computers to tackle problems that necessitate intelligence when resolved by humans. AI encompasses the study of intelligent problem-solving behaviour and the development of intelligent computer systems. Additionally, the emphasis here is placed on data-driven AI instead of rule-based AI. The central issue addressed in this thesis pertains to the discrimination faced by People of Colour (PoC), exacerbated by healthcare AI and algorithms. As detailed in the subsequent chapter, research has demonstrated that PoC are treated differently by medical technology; discrimination based on the algorithmic use of ethnic factors is a pervasive problem in hospitals.
Download or read book AI Narratives written by Stephen Cave and published by Oxford University Press, USA. This book was released on 2020-02-28 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the first to examine the history of imaginative thinking about intelligent machines. As real Artificial Intelligence (AI) begins to touch on all aspects of our lives, this long narrative history shapes how the technology is developed, deployed and regulated. It is therefore a crucial social and ethical issue. Part I of this book provides a historical overview from ancient Greece to the start of modernity. These chapters explore the revealing pre-history of key concerns of contemporary AI discourse, from the nature of mind and creativity to issues of power and rights, from the tension between fascination and ambivalence to investigations into artificial voices and technophobia. Part II focuses on the twentieth and twenty-first-centuries in which a greater density of narratives emerge alongside rapid developments in AI technology. These chapters reveal not only how AI narratives have consistently been entangled with the emergence of real robotics and AI, but also how they offer a rich source of insight into how we might live with these revolutionary machines. Through their close textual engagements, these chapters explore the relationship between imaginative narratives and contemporary debates about AI's social, ethical and philosophical consequences, including questions of dehumanization, automation, anthropomorphisation, cybernetics, cyberpunk, immortality, slavery, and governance. The contributions, from leading humanities and social science scholars, show that narratives about AI offer a crucial epistemic site for exploring contemporary debates about these powerful new technologies.
