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.

Algorithm Audit Why What And How

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Author : Biagio Aragona
language : en
Publisher: Routledge
Release Date : 2021-08-02

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 2021-08-02 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.

The Algorithm

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Author : Hilke Schellmann
language : en
Publisher: Hachette UK
Release Date : 2024-01-02

The Algorithm written by Hilke Schellmann and has been published by Hachette UK this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-02 with Social Science categories.

ANTHEM AWARD WINNER • NAMED A FINANCIAL TIMES BEST BOOK OF THE YEAR 2024 AI is on the brink of dominating our lives, threating our privacy and human future—if we don’t take action now. In The Algorithm, Emmy‑award winning Wall Street Journal and Guardian contributor Hilke Schellmann delivers a shocking and illuminating exposé on one of the most pressing civil rights issues of our time: how AI has quietly, and mostly out of sight, taken over the world of work. Schellmann takes readers on a journalistic detective story, meeting job applicants and employees who have been subjected to these technologies, playing AI-based video games that companies use for hiring, and investigating algorithms that scan our online activity to construct personality profiles— including if we are prone to self -harm. She convinces whistleblowers to share results of faulty AI -tools, and tests algorithms that analyze job candidates’ facial expressions and tools that predict from our voices if we are anxious or depressed. Schellmann finds employees whose every keystrokes were tracked and AI that analyzes group discussions or even predicts when someone may leave a company. Her reporting reveals in detail how much employers already know about us and how little we know about the technologies that are used on us. The Algorithm tells an even bigger story with Schellmann discovering faulty algorithms and systemic discrimination of women and people of color, which may have already harmed thousands of job seekers and employees. It advocates to go beyond these tools to more thoughtfully consider how we hire, promote, and treat human beings—with or without AI. As Schellmann emphasizes, we need to decide how we build algorithmic tools in any industry and what protections we need to put in place in an AI-driven world. Hilke Schellmann is an Emmy-award winning investigative reporter and journalism professor at NYU. Her work covering artificial intelligence has been published in The New York Times, The Guardian, the MIT Technology Review, and The Wall Street Journal, where she led a team investigating how AI is changing our lives. She has also reported for NPR’s Planet Money podcast on fake online reviews and her investigation for VICE on HBO was a finalist for a Peabody Award. Her PBS Frontline documentary Outlawed in Pakistan premiered at the Sundance Film Festival and was honored with an Emmy award.

Algorithm Engineering

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Author : Matthias Müller-Hannemann
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-08-05

Algorithm Engineering written by Matthias Müller-Hannemann and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-08-05 with Computers categories.

Algorithms are essential building blocks of computer applications. However, advancements in computer hardware, which render traditional computer models more and more unrealistic, and an ever increasing demand for efficient solution to actual real world problems have led to a rising gap between classical algorithm theory and algorithmics in practice. The emerging discipline of Algorithm Engineering aims at bridging this gap. Driven by concrete applications, Algorithm Engineering complements theory by the benefits of experimentation and puts equal emphasis on all aspects arising during a cyclic solution process ranging from realistic modeling, design, analysis, robust and efficient implementations to careful experiments. This tutorial - outcome of a GI-Dagstuhl Seminar held in Dagstuhl Castle in September 2006 - covers the essential aspects of this process in ten chapters on basic ideas, modeling and design issues, analysis of algorithms, realistic computer models, implementation aspects and algorithmic software libraries, selected case studies, as well as challenges in Algorithm Engineering. Both researchers and practitioners in the field will find it useful as a state-of-the-art survey.

Advanced Digital Auditing

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Author : Egon Berghout
language : en
Publisher: Springer Nature
Release Date : 2022-10-29

Advanced Digital Auditing written by Egon Berghout and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-29 with Business & Economics categories.

This open access book discusses the most modern approach to auditing complex digital systems and technologies. It combines proven auditing approaches, advanced programming techniques and complex application areas, and covers the latest findings on theory and practice in this rapidly developing field. Especially for those who want to learn more about novel approaches to testing complex information systems and related technologies, such as blockchain and self-learning systems, the book will be a valuable resource. It is aimed at students and practitioners who are interested in contemporary technology and managerial implications.

Implementing It Governance In The Public Sector By Use Of Bootstrap Algorithms

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Author : Petter Ogland
language : en
Publisher: Lulu.com
Release Date : 2017-11-29

Implementing It Governance In The Public Sector By Use Of Bootstrap Algorithms written by Petter Ogland and has been published by Lulu.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-11-29 with Business & Economics categories.

It has been argued that the reason seventy percent of all IT projects fail is due to lack of a formal system for guiding and monitoring IT decisions. Organisations having explicit IT governance systems are generally twice as successful as those with poor governance, given the same strategic objectives, but implementing IT governance can be difficult. In this book, Dr. Ogland looks at the public sector and argues that the implementation of IT governance has to be done through bootstrapping. The bootstrap algorithm (BA) is a time-tested approach that is known to work, but it is an approach that breaks with much of the logic of the public sector bureaucracy and is expected to be met with resistance. By analysing patterns in a study of trying to convince a Norwegian public sector organisation to implement IT governance through the use of the BA, the book is able to provide rich insights on what causes failure and how to make the implementation process succeed.

Progress In Cryptology Africacrypt 2018

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Author : Antoine Joux
language : en
Publisher: Springer
Release Date : 2018-04-16

Progress In Cryptology Africacrypt 2018 written by Antoine Joux and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-04-16 with Computers categories.

This book constitutes the refereed proceedings of the 10th International Conference on the Theory and Application of Cryptographic Techniques in Africa, AFRICACRYPT 2018, held in Marrakesh, Morocco, in May 2018. The 19 papers presented in this book were carefully reviewed and selected from 54 submissions. AFRICACRYPT is a major scientific event that seeks to advance and promote the field of cryptology on the African continent. The conference has systematically drawn some excellent contributions to the field. The conference has always been organized in cooperation with the International Association for Cryptologic Research (IACR).

Continuous Auditing With Ai In The Public Sector

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Author : Lourens J. Erasmus
language : en
Publisher: CRC Press
Release Date : 2024-09-18

Continuous Auditing With Ai In The Public Sector written by Lourens J. Erasmus and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-18 with Business & Economics categories.

The effectiveness of internal audit activities is important for the sustainability of change in the public sector. In this sense, the tools and techniques used and the level of competencies of public sector auditors are decisive. This book deals with the effects of current technological developments in the public sector on auditing and risk management activities. Therefore, it is a resource for public internal auditors to create a digital audit strategy based on artificial intelligence (AI) and blockchain-based applications. Institutionalisation of their structures is important for public sector internal auditors. For this, basic requirements, future expectations, and best practices are explained. The digital business model is presented to produce value-added audit findings and outputs that guide public internal auditors and all digital-era stakeholders. This book is a pioneering work based on continuous auditing/continuous monitoring approaches using various AI and blockchain-based tools and techniques. There is nothing more valuable to the success of a public internal auditor than a detailed understanding of the business. The important lesson in developing business knowledge, especially in the new audit universe emerging with digital transformation, is that all auditors must understand that they never finish learning about business processes, risks, and control points in the digital era. They must constantly push themselves to be motivated and learn about the business operations they audit to implement new audit approaches powered by AI. In addition to obtaining up-to-date business information from process owners and stakeholders, public auditors responsible for conducting an AI-based continuous audit programme should also look inside their departments for a different perspective on business information that impacts continuous audit programme phase details and has the potential to add value. It should be noted that the additional source of information begins with your individual audit experience, digital skills, and qualifications.