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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.
"Machine learning algorithms and artificial intelligence systems influence many aspects of people's lives: news articles, movies to watch, people to spend time with, access to credit, and even the investment of capital. Algorithms have been empowered to make such decisions and take actions for the sake of efficiency and speed. Despite these gains, there are concerns about the rapid automation of jobs (even such jobs as journalism and radiology). A better understanding of attitudes toward and interactions with algorithms is essential precisely because of the aura of objectivity and infallibility cultures tend to ascribe to them. 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. This report highlights the added risks and complexities inherent in the use of algorithmic decisionmaking in public policy. The report ends with a survey of approaches for combating these problems"--Publisher's description.
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.
This report examines the technical challenges associated with incorporating bulk, automated analysis of social media information into procedures for vetting people seeking entry into the United States. The authors identify functional requirements and a framework for operational metrics for the proposed social media screening capabilities and provide recommendations on how to implement those capabilities.
Political and civil discourse in the United States is characterized by “Truth Decay,” defined as increasing disagreement about facts, a blurring of the line between opinion and fact, an increase in the relative volume of opinion compared with fact, and lowered trust in formerly respected sources of factual information. This report explores the causes and wide-ranging consequences of Truth Decay and proposes strategies for further action.
Analyses the current framework of cybersecurity governance, its limitations and how private actors and geopolitical considerations shape responses to cybersecurity threats.
The essays in this collection contemplate the various intersections and barriers between artificial intelligence along with the values and practices of liberal education. For the proponents of liberal education as a core component of undergraduate education, the study of literature, history, philosophy, and the social sciences, like their objects and their forms of practice, are perceived to be about what is essentially human. In spheres previously thought to be exclusively human domains, modern, digitally-constructed artificial intelligence has profound implications for liberal studies, how they may be practiced, and why they are important. This collection explores the implications of AI an...
Artificial intelligence (AI) is the latest technological evolution which is transforming the global economy and is a major part of the “Fourth Industrial Revolution.” This book covers the meaning, types, subfields and applications of AI, including U.S. governmental policies and regulations, ethical and privacy issues, particularly as they pertain and affect facial recognition programs and the Internet-of Things (IoT). There is a lengthy analysis of bias, AI’s effect on the current and future job market, and how AI precipitated fake news. In addition, the text covers basics of intellectual property rights and how AI will transform their protection. The author then moves on to explore international initiatives from the European Union, China’s New Generation Development Plan, other regional areas, and international conventions. The book concludes with a discussion of super intelligence and the question and applicability of consciousness in machines. The interdisciplinary scope of the text will appeal to any scholars, students and general readers interested in the effects of AI on our society, particularly in the fields of STS, economics, law and politics.
Rethinking Cyber Warfare provides a fresh understanding of the role that digital disruption plays in contemporary international security and proposes a new approach to more effectively restrain and manage cyberattacks.