Algorithm Audit Why What And How
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Algorithm Audit Why What And How
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Author : Biagio Aragona
language : en
Publisher: Routledge
Release Date : 2021-08-01
Algorithm Audit Why What And How written by Biagio Aragona and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-01 with Social Science categories.
Seeking to increasing the social awareness of citizens, institutions, and corporations with regard to the risks presented by the acritical use of algorithms in decision-making, this book explains the rationale and the methods of algorithm audit. Interdisciplinary in approach, it provides a systematic overview of the subject, supplying readers with clear definitions and practical tools for the audit of algorithms, while also taking account of the political, business, and vocational obstacles to the development of this new field. As such, it constitutes an essential resource for students and researchers across the social sciences and humanities, as well as for professionals and policymakers, with concerns about the social consequences of algorithmic decision-making.
Auditing Algorithms
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Author : Danaë Metaxa
language : en
Publisher:
Release Date : 2021
Auditing Algorithms written by Danaë Metaxa and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with Algorithms categories.
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.
Auditing Algorithms
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Author : Danaë Metaxa
language : en
Publisher:
Release Date : 2021-11-25
Auditing Algorithms written by Danaë Metaxa and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-25 with Computers categories.
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.
Cloud Computing Data Auditing Algorithm
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Author : Manjur Kolhar
language : en
Publisher: Notion Press
Release Date : 2017-05-09
Cloud Computing Data Auditing Algorithm written by Manjur Kolhar and has been published by Notion Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-05-09 with Computers categories.
Many Cloud data auditing algorithms have been proposed to maintain the integrity and privacy of data held in the Cloud. In this book, we present a survey of the state of the art and research of Cloud data auditing techniques with a brief introduction of the basic cloud computing concepts, its architecture and security issues. This book presents an overview of the various methods presently used to perform Cloud data auditing, mostly focusing on integrity and privacy.
The Ethical Algorithm
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Author : Michael Kearns
language : en
Publisher: Oxford University Press
Release Date : 2019-10-04
The Ethical Algorithm written by Michael Kearns and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-04 with Computers categories.
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.
An Intelligence In Our Image
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Author : Osonde A. Osoba
language : en
Publisher: Rand Corporation
Release Date : 2017-04-05
An Intelligence In Our Image written by Osonde A. Osoba and has been published by Rand Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-05 with Computers categories.
Machine learning algorithms and artificial intelligence influence many aspects of life today and have gained an aura of objectivity and infallibility. The use of these tools introduces a new level of risk and complexity in policy. This report illustrates some of the shortcomings of algorithmic decisionmaking, identifies key themes around the problem of algorithmic errors and bias, and examines some approaches for combating these problems.
Dominant Algorithms To Evaluate Artificial Intelligence From The View Of Throughput Model
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Author : Waymond Rodgers
language : en
Publisher: Bentham Science Publishers
Release Date : 2022-07-20
Dominant Algorithms To Evaluate Artificial Intelligence From The View Of Throughput Model written by Waymond Rodgers and has been published by Bentham Science Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-20 with Computers categories.
This book describes the Throughput Model methodology that can enable individuals and organizations to better identify, understand, and use algorithms to solve daily problems. The Throughput Model is a progressive model intended to advance the artificial intelligence (AI) field since it represents symbol manipulation in six algorithmic pathways that are theorized to mimic the essential pillars of human cognition, namely, perception, information, judgment, and decision choice. The six AI algorithmic pathways are (1) Expedient Algorithmic Pathway, (2) Ruling Algorithmic Guide Pathway, (3) Analytical Algorithmic Pathway, (4) Revisionist Algorithmic Pathway, (5) Value Driven Algorithmic Pathway, and (6) Global Perspective Algorithmic Pathway. As AI is increasingly employed for applications where decisions require explanations, the Throughput Model offers business professionals the means to look under the hood of AI and comprehend how those decisions are attained by organizations. Key Features: - Covers general concepts of Artificial intelligence and machine learning - Explains the importance of dominant AI algorithms for business and AI research - Provides information about 6 unique algorithmic pathways in the Throughput Model - Provides information to create a roadmap towards building architectures that combine the strengths of the symbolic approaches for analyzing big data - Explains how to understand the functions of an AI algorithm to solve problems and make good decisions - informs managers who are interested in employing ethical and trustworthiness features in systems. Dominant Algorithms to Evaluate Artificial Intelligence: From the view of Throughput Model is an informative reference for all professionals and scholars who are working on AI projects to solve a range of business and technical problems.
An Intelligence In Our Image
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Author : Osonde A. Osoba
language : en
Publisher: Rand Corporation
Release Date : 2017-04-05
An Intelligence In Our Image written by Osonde A. Osoba and has been published by Rand Corporation this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-05 with Computers categories.
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.
Algorithms And Law
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Author : Martin Ebers
language : en
Publisher: Cambridge University Press
Release Date : 2020-07-23
Algorithms And Law written by Martin Ebers and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-23 with Computers categories.
Exploring issues from big-data to robotics, this volume is the first to comprehensively examine the regulatory implications of AI technology.
Artificial Intelligence For Audit Forensic Accounting And Valuation
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Author : Al Naqvi
language : en
Publisher: John Wiley & Sons
Release Date : 2020-07-24
Artificial Intelligence For Audit Forensic Accounting And Valuation written by Al Naqvi and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-24 with Business & Economics categories.
Strategically integrate AI into your organization to compete in the tech era The rise of artificial intelligence is nothing short of a technological revolution. AI is poised to completely transform accounting and auditing professions, yet its current application within these areas is limited and fragmented. Existing AI implementations tend to solve very narrow business issues, rather than serving as a powerful tech framework for next-generation accounting. Artificial Intelligence for Audit, Forensic Accounting, and Valuation provides a strategic viewpoint on how AI can be comprehensively integrated within audit management, leading to better automated models, forensic accounting, and beyond. No other book on the market takes such a wide-ranging approach to using AI in audit and accounting. With this guide, you’ll be able to build an innovative, automated accounting strategy, using artificial intelligence as the cornerstone and foundation. This is a must, because AI is quickly growing to be the single competitive factor for audit and accounting firms. With better AI comes better results. If you aren’t integrating AI and automation in the strategic DNA of your business, you’re at risk of being left behind. See how artificial intelligence can form the cornerstone of integrated, automated audit and accounting services Learn how to build AI into your organization to remain competitive in the era of automation Go beyond siloed AI implementations to modernize and deliver results across the organization Understand and overcome the governance and leadership challenges inherent in AI strategy Accounting and auditing firms need a comprehensive framework for intelligent, automation-centric modernization. Artificial Intelligence for Audit, Forensic Accounting, and Valuation delivers just that—a plan to evolve legacy firms by building firmwide AI capabilities.