Understand Manage And Prevent Algorithmic Bias
DOWNLOAD
Download Understand Manage And Prevent Algorithmic Bias PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Understand Manage And Prevent Algorithmic Bias book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page
Understand Manage And Prevent Algorithmic Bias
DOWNLOAD
Author : Tobias Baer
language : en
Publisher: Apress
Release Date : 2019-06-07
Understand Manage And Prevent Algorithmic Bias written by Tobias Baer and has been published by Apress this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-06-07 with Computers categories.
Are algorithms friend or foe? The human mind is evolutionarily designed to take shortcuts in order to survive. We jump to conclusions because our brains want to keep us safe. A majority of our biases work in our favor, such as when we feel a car speeding in our direction is dangerous and we instantly move, or when we decide not take a bite of food that appears to have gone bad. However, inherent bias negatively affects work environments and the decision-making surrounding our communities. While the creation of algorithms and machine learning attempts to eliminate bias, they are, after all, created by human beings, and thus are susceptible to what we call algorithmic bias. In Understand, Manage, and Prevent Algorithmic Bias, author Tobias Baer helps you understand where algorithmic bias comes from, how to manage it as a business user or regulator, and how data science can prevent bias from entering statistical algorithms. Baer expertly addresses someof the 100+ varieties of natural bias such as confirmation bias, stability bias, pattern-recognition bias, and many others. Algorithmic bias mirrors—and originates in—these human tendencies. Baer dives into topics as diverse as anomaly detection, hybrid model structures, and self-improving machine learning. While most writings on algorithmic bias focus on the dangers, the core of this positive, fun book points toward a path where bias is kept at bay and even eliminated. You’ll come away with managerial techniques to develop unbiased algorithms, the ability to detect bias more quickly, and knowledge to create unbiased data. Understand, Manage, and Prevent Algorithmic Bias is an innovative, timely, and important book that belongs on your shelf. Whether you are a seasoned business executive, a data scientist, or simply an enthusiast, now is a crucial time to be educated about the impact of algorithmic bias on society and take an active role in fighting bias. What You'll Learn Study the many sources of algorithmic bias, including cognitive biases in the real world, biased data, and statistical artifact Understand the risks of algorithmic biases, how to detect them, and managerial techniques to prevent or manage them Appreciate how machine learning both introduces new sources of algorithmic bias and can be a part of a solution Be familiar with specific statistical techniques a data scientist can use to detect and overcome algorithmic bias Who This Book is For Business executives of companies using algorithms in daily operations; data scientists (from students to seasoned practitioners) developing algorithms; compliance officials concerned about algorithmic bias; politicians, journalists, and philosophers thinking about algorithmic bias in terms of its impact on society and possible regulatory responses;and consumers concerned about how they might be affected by algorithmic bias
An Ethical Evaluation Of Lethal Functions In Autoregulative Weapons Systems
DOWNLOAD
Author : Nicole Kunkel
language : en
Publisher: Wipf and Stock Publishers
Release Date : 2024-12-30
An Ethical Evaluation Of Lethal Functions In Autoregulative Weapons Systems written by Nicole Kunkel and has been published by Wipf and Stock Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-30 with Philosophy categories.
This book connects two of the most pressing ethical topics of our time: questions of peace and technology, materialized in so-called autonomous weapons systems, which can operate without human control and intervention in real time. The author, however, criticizes the term “autonomy” as too anthropomorphic and therefore misleading. She consequently proposes using the term “autoregulation” in its place. Taking a contingent pacifist stance, this book addresses the question of whether such technological means help or hinder peace processes. The argument is tripartite. First, it is demonstrated that the risk of harm to nonparticipants is very likely to increase. Second, and with respect to responsibility, it is indicated that a human-machine system can only be operated responsibly if a human is in control. Finally, this idea is transferred into theological thought through reference to Bonhoeffer’s idea of incurring guilt in acting responsibly. In that context, autoregulative technology might pose the possibility of shying away from responsibility—and therefore becoming guilty. This book is among the first ethical considerations of lethal autoregulative weaponry from a contingent pacifist stance and brings together peace ethical thinking and theories from various backgrounds.
Value Sensitive Design
DOWNLOAD
Author : Batya Friedman
language : en
Publisher: MIT Press
Release Date : 2019-05-28
Value Sensitive Design written by Batya Friedman and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-05-28 with Design categories.
Using our moral and technical imaginations to create responsible innovations: theory, method, and applications for value sensitive design. Implantable medical devices and human dignity. Private and secure access to information. Engineering projects that transform the Earth. Multigenerational information systems for international justice. How should designers, engineers, architects, policy makers, and others design such technology? Who should be involved and what values are implicated? In Value Sensitive Design, Batya Friedman and David Hendry describe how both moral and technical imagination can be brought to bear on the design of technology. With value sensitive design, under development for more than two decades, Friedman and Hendry bring together theory, methods, and applications for a design process that engages human values at every stage. After presenting the theoretical foundations of value sensitive design, which lead to a deep rethinking of technical design, Friedman and Hendry explain seventeen methods, including stakeholder analysis, value scenarios, and multilifespan timelines. Following this, experts from ten application domains report on value sensitive design practice. Finally, Friedman and Hendry explore such open questions as the need for deeper investigation of indirect stakeholders and further method development. This definitive account of the state of the art in value sensitive design is an essential resource for designers and researchers working in academia and industry, students in design and computer science, and anyone working at the intersection of technology and society.
Quality Assurance In The Era Of Individualized Medicine
DOWNLOAD
Author : Moumtzoglou, Anastasius S.
language : en
Publisher: IGI Global
Release Date : 2019-11-29
Quality Assurance In The Era Of Individualized Medicine written by Moumtzoglou, Anastasius S. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-29 with Medical categories.
There is a significant deficiency among contemporary medicine practices reflected by experts making medical decisions for a large proportion of the population for which no or minimal data exists. Fortunately, our capacity to procure and apply such information is rapidly rising. As medicine becomes more individualized, the implementation of health IT and data interoperability become essential components to delivering quality healthcare. Quality Assurance in the Era of Individualized Medicine is a collection of innovative research on the methods and utilization of digital readouts to fashion an individualized therapy instead of a mass-population-directed strategy. While highlighting topics including assistive technologies, patient management, and clinical practices, this book is ideally designed for health professionals, doctors, nurses, hospital management, medical administrators, IT specialists, data scientists, researchers, academicians, and students.
The Governance Of Privacy
DOWNLOAD
Author : Hans de Bruijn
language : en
Publisher: Amsterdam University Press
Release Date : 2021-12-03
The Governance Of Privacy written by Hans de Bruijn and has been published by Amsterdam University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-03 with Law categories.
We can hardly underestimate the importance of privacy in our data-driven world. Privacy breaches are not just about disclosing information. Personal data is used to profile and manipulate us - sometimes on such a large scale that it affects society as a whole. What can governments do to protect our privacy? In 'The Governance of Privacy' Hans de Bruijn first analyses the complexity of the governance challenge, using the metaphor of a journey. At the start, users have strong incentives to share data. Harvested data continue the journey that might lead to a privacy breach, but not necessarily - it can also lead to highly valued services. That is why both preparedness at the start of the journey and resilience during the journey are crucial to privacy protection. The book then explores three strategies to deal with governments, the market, and society. Governments can use the power of the law; they can exploit the power of the market by stimulating companies to compete on privacy; and they can empower society, strengthening its resilience in a data-driven world.
Introduction To Algorithmic Government
DOWNLOAD
Author : Rajan Gupta
language : en
Publisher: Springer Nature
Release Date : 2021-03-22
Introduction To Algorithmic Government written by Rajan Gupta and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-22 with Political Science categories.
The world is changing at a fast pace, so is the Government and Governance style. Humans are bound to go for Algorithmic strategies rather than manual or electronic ones in different domains. This book introduces the Algorithmic Government or Government by Algorithm, which refers to authorizing machines in the Public Sector for automated decision-making based on Artificial Intelligence, Data Science, and other technologies. It is an emerging concept introduced globally and will be considered revolutionary in the future. The book covers concepts, applications, progress status, and potential use-cases of Algorithmic Government. This book serves as introductory material for the readers from technology, public policy, administration, and management fields.
Managing Technology Integration For Human Resources In Industry 5 0
DOWNLOAD
Author : Sharma, Naman
language : en
Publisher: IGI Global
Release Date : 2023-02-03
Managing Technology Integration For Human Resources In Industry 5 0 written by Sharma, Naman and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-03 with Business & Economics categories.
Although the transition between the first three industrial revolutions took more than a century, Industry 4.0 is progressing quickly. The emergence of digitalization has been rapid thanks to the development of cutting-edge technologies. Though we are witnessing this rapid technological decentralization and interconnectivity at present, organizations and researchers are already discussing Industry 5.0 where full integration of the human side of business and intelligent systems is expected. In this scenario, it is essential to look forward to such strategic workplaces that allow a combination of humans and technology to assure a high degree of automation merged with the cognitive skills of business leaders. Managing Technology Integration for Human Resources in Industry 5.0 provides insights into the impact of the Industrial Revolution 4.0 on human resources. It provides insights for both industry and academia to assist them in teaching and training the next generation leaders through universities and corporate training. Covering topics such as business performance, human technology integration, and digitalization, this premier reference source is an essential resource for human resource managers, IT managers, organizational executives and leaders, entrepreneurs, students and educators of higher education, librarians, researchers, and academicians.
Edgeai For Algorithmic Government
DOWNLOAD
Author : Rajan Gupta
language : en
Publisher: Springer Nature
Release Date : 2023-03-26
Edgeai For Algorithmic Government written by Rajan Gupta and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-26 with Political Science categories.
The book provides various EdgeAI concepts related to its architecture, key performance indicators, and enabling technologies after introducing algorithmic government, large-scale decision-making, and computing issues in the cloud and fog. With advancements in technology, artificial intelligence has permeated our personal lives and the fields of economy, socio-culture, and politics. The integration of artificial intelligence (AI) into decision-making for public services is changing how governments operate worldwide. This book discusses how algorithms help the government in various ways, including virtual assistants for busy civil servants, automated public services, and algorithmic decision-making processes. In such cases, the implementation of algorithms will occur on a massive scale and possibly affect the lives of entire communities. The cloud-centric architecture of artificial intelligence brings out challenges of latency, overhead communication, and significant privacy risks. Due to the sheer volume of data generated by IoT devices, the data analysis must be performed at the forefront of the network. This introduces the need for edge computing in algorithmic government. EdgeAI, the confluence of edge computing and AI, is the primary focus of this book. It also discusses how one can incorporate these concepts in algorithmic government through conceptual framework and decision points. Finally, the research work emphasizes some design challenges in edge computing from applications viewpoint. This book will be helpful for data engineers, data scientists, cloud engineers, data management experts, public policymakers, administrators, research scholars and academicians.
Intelligence Theories And Applications
DOWNLOAD
Author : Rainer M. Holm-Hadulla
language : en
Publisher: Springer Nature
Release Date : 2022-06-29
Intelligence Theories And Applications written by Rainer M. Holm-Hadulla and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-29 with Psychology categories.
Intelligence allows people to understand events and to shape their surrounding environment. This book delves deeper into the theories and applications of intelligence, showing it is a multifaceted concept —defined and explained differently by prestigious experts of various disciplines in their own research. The book provides interdisciplinary connections of intelligence as it relates to a variety of clearly outlined subject areas, and should lead to a deep understanding of the phenomenon as it pertains to practical applications in different domains. Contributors in this volume present results from evolutionary biology, mathematics, artificial intelligence, medicine, psychology, cultural studies, economy, political sciences and philosophy. Individual scientific models are integrated in an interdisciplinary concept of wisdom. This volume will help enhance the common understanding of intelligence for fellow researchers and scientists alike.
Handbook Of Research On Advancements In Organizational Data Collection And Measurements Strategies For Addressing Attitudes Beliefs And Behaviors
DOWNLOAD
Author : Bocarnea, Mihai C.
language : en
Publisher: IGI Global
Release Date : 2021-06-25
Handbook Of Research On Advancements In Organizational Data Collection And Measurements Strategies For Addressing Attitudes Beliefs And Behaviors written by Bocarnea, Mihai C. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-25 with Computers categories.
Different organizational instruments have been developed and adapted with proven reliability and validity to measure organizational attitudes, beliefs, and behaviors. These new data collection instruments can be used in organizational management and leadership, including human research development. This technology will enhance data collection, reliability, and accurately assess management and leadership for improved organizational outcomes. Now that this new style of data collection and measurement has entered the workplace, it is essential to understand both the benefits and challenges of these newly developed instruments as well as looking at how they are used, where they are implemented, and how the technology itself functions. The Handbook of Research on Advancements in Organizational Data Collection and Measurements: Strategies for Addressing Attitudes, Beliefs, and Behaviors includes a collection of 15 newly developed organizational instruments with proven reliability and validity meant to measure organizational attitudes, beliefs, and behaviors. Additionally, chapters will address methodological issues related to scale development and use as well as specific technologies used, such as the use of machine learning in future performance assessment. This book is ideal for faculty, consultants, and managers, along with practitioners, stakeholders, researchers, academicians, and students interested in advancing the theoretical understanding and the practical application of using newly developed instruments for addressing organizational attitudes, beliefs, and behaviors.