Human Centered Artificial Intelligence

Human Centered Artificial Intelligence Book in PDF, ePub and Kindle version is available to download in english. Read online anytime anywhere directly from your device. Click on the download button below to get a free pdf file of Human Centered Artificial Intelligence book. This book definitely worth reading, it is an incredibly well-written.

Human-Centered AI

Author : Ben Shneiderman
Publisher : Oxford University Press
Page : 390 pages
File Size : 44,6 Mb
Release : 2022
Category : Computers
ISBN : 9780192845290

Get Book

Human-Centered AI by Ben Shneiderman Pdf

The remarkable progress in algorithms for machine and deep learning have opened the doors to new opportunities, and some dark possibilities. However, a bright future awaits those who build on their working methods by including HCAI strategies of design and testing. As many technology companies and thought leaders have argued, the goal is not to replace people, but to empower them by making design choices that give humans control over technology. In Human-Centered AI, Professor Ben Shneiderman offers an optimistic realist's guide to how artificial intelligence can be used to augment and enhance humans' lives. This project bridges the gap between ethical considerations and practical realities to offer a road map for successful, reliable systems. Digital cameras, communications services, and navigation apps are just the beginning. Shneiderman shows how future applications will support health and wellness, improve education, accelerate business, and connect people in reliable, safe, and trustworthy ways that respect human values, rights, justice, and dignity.

Human-Centered Artificial Intelligence

Author : Chang S. Nam,Jae-Yoon Jung,Sangwon Lee
Publisher : Academic Press
Page : 314 pages
File Size : 42,9 Mb
Release : 2022-05-15
Category : Education
ISBN : 9780323856492

Get Book

Human-Centered Artificial Intelligence by Chang S. Nam,Jae-Yoon Jung,Sangwon Lee Pdf

Human-Centered Artificial Intelligence: Research and Applications presents current theories, fundamentals, techniques and diverse applications of human-centered AI. Sections address the question, "are AI models explainable, interpretable and understandable?, introduce readers to the design and development process, including mind perception and human interfaces, explore various applications of human-centered AI, including human-robot interaction, healthcare and decision-making, and more. As human-centered AI aims to push the boundaries of previously limited AI solutions to bridge the gap between machine and human, this book is an ideal update on the latest advances. Presents extensive research on human-centered AI technology Provides different methods and techniques used to investigate human-AI interaction Discusses open questions and challenges in trust within human-centered AI Explores how human-centered AI changes and operates in human-machine interactions

Human-Centered AI

Author : Catherine Régis,Jean-Louis Denis,Maria Luciana Axente,Atsuo Kishimoto
Publisher : CRC Press
Page : 445 pages
File Size : 55,8 Mb
Release : 2024-03-22
Category : Computers
ISBN : 9781003860846

Get Book

Human-Centered AI by Catherine Régis,Jean-Louis Denis,Maria Luciana Axente,Atsuo Kishimoto Pdf

Artificial intelligence (AI) permeates our lives in a growing number of ways. Relying solely on traditional, technology-driven approaches won't suffice to develop and deploy that technology in a way that truly enhances human experience. A new concept is desperately needed to reach that goal. That concept is Human-Centered AI (HCAI). With 29 captivating chapters, this book delves deep into the realm of HCAI. In Section I, it demystifies HCAI, exploring cutting-edge trends and approaches in its study, including the moral landscape of Large Language Models. Section II looks at how HCAI is viewed in different institutions—like the justice system, health system, and higher education—and how it could affect them. It examines how crafting HCAI could lead to better work. Section III offers practical insights and successful strategies to transform HCAI from theory to reality, for example, studying how using regulatory sandboxes could ensure the development of age-appropriate AI for kids. Finally, decision-makers and practitioners provide invaluable perspectives throughout the book, showcasing the real-world significance of its articles beyond academia. Authored by experts from a variety of backgrounds, sectors, disciplines, and countries, this engaging book offers a fascinating exploration of Human-Centered AI. Whether you're new to the subject or not, a decision-maker, a practitioner or simply an AI user, this book will help you gain a better understanding of HCAI's impact on our societies, and of why and how AI should really be developed and deployed in a human-centered future.

Human-Centered Artificial Intelligence

Author : Mohamed Chetouani,Virginia Dignum,Paul Lukowicz,Carles Sierra
Publisher : Springer Nature
Page : 434 pages
File Size : 41,8 Mb
Release : 2023-04-03
Category : Computers
ISBN : 9783031243493

Get Book

Human-Centered Artificial Intelligence by Mohamed Chetouani,Virginia Dignum,Paul Lukowicz,Carles Sierra Pdf

The 18th European Advanced Course on AI (ACAI) took place in Berlin on 11-15 October 2021, organized by the European project Humane-AI Net in collaboration with the European AI Association (EURAI). The school included tutorials on different topics, which were selected through an open call to top European AI researchers. In addition, the school also included 4 invited talks, a student poster presentation, and a mentorship program. This volume contains 21 tutorial chapters organized according to the following themes: human-centered AI; human-centered machine learning; explainable AI; ethics, law, and the societal aspects of AI; argumentation; and social simulation. The contributions include learning objectives, reading lists, and links to further resources.

The Smart Nonprofit

Author : Beth Kanter,Allison H. Fine
Publisher : John Wiley & Sons
Page : 240 pages
File Size : 48,5 Mb
Release : 2022-03-03
Category : Business & Economics
ISBN : 9781119818137

Get Book

The Smart Nonprofit by Beth Kanter,Allison H. Fine Pdf

A pragmatic framework for nonprofit digital transformation that embraces the human-centered nature of your organization The Smart Nonprofit turns the page on an era of frantic busyness and scarcity mindsets to one in which nonprofit organizations have the time to think and plan — and even dream. The Smart Nonprofit offers a roadmap for the once-in-a-generation opportunity to remake work and accelerate positive social change. It comes from understanding how to use smart tech strategically, ethically and well. Smart tech does rote tasks like filling out expense reports and identifying prospective donors. However, it is also beginning to do very human things like screening applicants for jobs and social services, while paying forward historic biases. Beth Kanter and Allison Fine elegantly outline the ways smart nonprofits must stay human-centered and root out embedded bias in order to success at the compassionate and creative work that only humans can and should do.

Human-in-the-Loop Machine Learning

Author : Robert Munro,Robert Monarch
Publisher : Simon and Schuster
Page : 422 pages
File Size : 51,7 Mb
Release : 2021-07-20
Category : Computers
ISBN : 9781617296741

Get Book

Human-in-the-Loop Machine Learning by Robert Munro,Robert Monarch Pdf

Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster. Human-in-the-loop machine learning lays out methods for humans and machines to work together effectively. You'll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You'll learn to dreate training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows.

Human Compatible

Author : Stuart Russell
Publisher : Penguin
Page : 352 pages
File Size : 40,6 Mb
Release : 2019-10-08
Category : Technology & Engineering
ISBN : 9780525558620

Get Book

Human Compatible by Stuart Russell Pdf

"The most important book on AI this year." --The Guardian "Mr. Russell's exciting book goes deep, while sparkling with dry witticisms." --The Wall Street Journal "The most important book I have read in quite some time" (Daniel Kahneman); "A must-read" (Max Tegmark); "The book we've all been waiting for" (Sam Harris) A leading artificial intelligence researcher lays out a new approach to AI that will enable us to coexist successfully with increasingly intelligent machines In the popular imagination, superhuman artificial intelligence is an approaching tidal wave that threatens not just jobs and human relationships, but civilization itself. Conflict between humans and machines is seen as inevitable and its outcome all too predictable. In this groundbreaking book, distinguished AI researcher Stuart Russell argues that this scenario can be avoided, but only if we rethink AI from the ground up. Russell begins by exploring the idea of intelligence in humans and in machines. He describes the near-term benefits we can expect, from intelligent personal assistants to vastly accelerated scientific research, and outlines the AI breakthroughs that still have to happen before we reach superhuman AI. He also spells out the ways humans are already finding to misuse AI, from lethal autonomous weapons to viral sabotage. If the predicted breakthroughs occur and superhuman AI emerges, we will have created entities far more powerful than ourselves. How can we ensure they never, ever, have power over us? Russell suggests that we can rebuild AI on a new foundation, according to which machines are designed to be inherently uncertain about the human preferences they are required to satisfy. Such machines would be humble, altruistic, and committed to pursue our objectives, not theirs. This new foundation would allow us to create machines that are provably deferential and provably beneficial.

Radically Human

Author : Paul Daugherty,H. James Wilson
Publisher : Harvard Business Press
Page : 152 pages
File Size : 46,6 Mb
Release : 2022-04-26
Category : Business & Economics
ISBN : 9781647821098

Get Book

Radically Human by Paul Daugherty,H. James Wilson Pdf

Technology advances are making tech more . . . human. This changes everything you thought you knew about innovation and strategy. In their groundbreaking book, Human + Machine, Accenture technology leaders Paul R. Daugherty and H. James Wilson showed how leading organizations use the power of human-machine collaboration to transform their processes and their bottom lines. Now, as new AI powered technologies like the metaverse, natural language processing, and digital twins begin to rapidly impact both life and work, those companies and other pioneers across industries are tipping the balance even more strikingly toward the human side with technology-led strategy that is reshaping the very nature of innovation. In Radically Human, Daugherty and Wilson show this profound shift, fast-forwarded by the pandemic, toward more human—and more humane—technology. Artificial intelligence is becoming less artificial and more intelligent. Instead of data-hungry approaches to AI, innovators are pursuing data-efficient approaches that enable machines to learn as humans do. Instead of replacing workers with machines, they're unleashing human expertise to create human-centered AI. In place of lumbering legacy IT systems, they're building cloud-first IT architectures able to continuously adapt to a world of billions of connected devices. And they're pursuing strategies that will take their place alongside classic, winning business formulas like disruptive innovation. These against-the-grain approaches to the basic building blocks of business—Intelligence, Data, Expertise, Architecture, and Strategy (IDEAS)—are transforming competition. Industrial giants and startups alike are drawing on this radically human IDEAS framework to create new business models, optimize post-pandemic approaches to work and talent, rebuild trust with their stakeholders, and show the way toward a sustainable future. With compelling insights and fresh examples from a variety of industries, Radically Human will forever change the way you think about, practice, and win with innovation.

Human-Centered Digitalization and Services

Author : Marja Toivonen,Eveliina Saari
Publisher : Springer
Page : 329 pages
File Size : 42,8 Mb
Release : 2019-06-03
Category : Business & Economics
ISBN : 9789811377259

Get Book

Human-Centered Digitalization and Services by Marja Toivonen,Eveliina Saari Pdf

This book provides a timely overview of the impacts of digitalization from the perspective of everyday life, and argues that one central issue in digitalization is the development of new types of services that digitalization enables, but which are often overlooked due to the focus on new technologies and devices. The book summarizes the past 20 years of research into the relationship between information and communications technology (ICT) and service innovation, and reveals that the ongoing digitalization is a qualitatively different phenomenon and represents a true paradigm shift. The all-encompassing integration and distribution of data raises critical issues such as preserving human dignity and individual autonomy; moreover, interaction practices that foster broad participation, trust, learning, and a willingness to share knowledge are called for. Citizen empowerment and multi-actor co-creation have become central to using digitalization to support the development of wellbeing and sustainability. Further, the book shows how employees and professionals can and should be involved in designing their future work, and in evaluating it. Proactiveness and participation in innovation endeavours are ways to guarantee meaningful work in an age of socio-technical transition. The book employs a variety of theoretical approaches and perspectives from diverse disciplines to illustrate these needs. In addition to theoretical analyses, some specific application areas are examined, e.g. services in health and social care, and problems linked to robots in elderly care. Given its scope, the book is highly recommended to all readers seeking an overview of the current understanding of the human side of digitalization and searching for concrete cases from different countries to illustrate the topic.

The Frontlines of Artificial Intelligence Ethics

Author : Andrew J. Hampton,Jeanine A. DeFalco
Publisher : Routledge
Page : 212 pages
File Size : 53,9 Mb
Release : 2022
Category : Philosophy
ISBN : 1003030920

Get Book

The Frontlines of Artificial Intelligence Ethics by Andrew J. Hampton,Jeanine A. DeFalco Pdf

This foundational text examines the intersection of AI, psychology, and ethics, laying the groundwork for the importance of ethical considerations in the design and implementation of technologically supported education, decision support, and leadership training. AI already affects our lives profoundly, in ways both mundane and sensational, obvious and opaque. Much academic and industrial effort has considered the implications of this AI revolution from technical and economic perspectives, but the more personal, humanistic impact of these changes has often been relegated to anecdotal evidence in service to a broader frame of reference. Offering a unique perspective on the emerging social relationships between people and AI agents and systems, Hampton and DeFalco present cutting-edge research from leading academics, professionals, and policy standards advocates on the psychological impact of the AI revolution. Structured into three parts, the book explores the history of data science, technology in education, and combatting machine learning bias, as well as future directions for the emerging field, bringing the research into the active consideration of those in positions of authority. Exploring how AI can support expert, creative, and ethical decision making in both people and virtual human agents, this is essential reading for students, researchers, and professionals in AI, psychology, ethics, engineering education, and leadership, particularly military leadership.

Artificial Intelligence for Human Computer Interaction: A Modern Approach

Author : Yang Li,Otmar Hilliges
Publisher : Springer Nature
Page : 602 pages
File Size : 51,9 Mb
Release : 2021-11-04
Category : Computers
ISBN : 9783030826819

Get Book

Artificial Intelligence for Human Computer Interaction: A Modern Approach by Yang Li,Otmar Hilliges Pdf

This edited book explores the many interesting questions that lie at the intersection between AI and HCI. It covers a comprehensive set of perspectives, methods and projects that present the challenges and opportunities that modern AI methods bring to HCI researchers and practitioners. The chapters take a clear departure from traditional HCI methods and leverage data-driven and deep learning methods to tackle HCI problems that were previously challenging or impossible to address. It starts with addressing classic HCI topics, including human behaviour modeling and input, and then dedicates a section to data and tools, two technical pillars of modern AI methods. These chapters exemplify how state-of-the-art deep learning methods infuse new directions and allow researchers to tackle long standing and newly emerging HCI problems alike. Artificial Intelligence for Human Computer Interaction: A Modern Approach concludes with a section on Specific Domains which covers a set of emerging HCI areas where modern AI methods start to show real impact, such as personalized medical, design, and UI automation.

Human-Centered AI at Work: Common Ground in Theories and Methods

Author : Annette Kluge,Corinna Peifer,Uta Wilkens,Verena Nitsch,Sophie Berretta,Greta Ontrup
Publisher : Frontiers Media SA
Page : 137 pages
File Size : 43,6 Mb
Release : 2024-04-26
Category : Science
ISBN : 9782832548400

Get Book

Human-Centered AI at Work: Common Ground in Theories and Methods by Annette Kluge,Corinna Peifer,Uta Wilkens,Verena Nitsch,Sophie Berretta,Greta Ontrup Pdf

Research can face artificial intelligence (AI) as an issue of technology development but also as an issue of enacted technology at work. Human-centered design of AI gives emphasis to the expertise and needs of human beings as a starting point of technology development or as an outcome of AI-based work settings. This is an important goal, as expressed, for example, by the international labor organization's call for a "human-centered agenda" for the future of AI and automation collaboration. This Research Topic raises the question of what human-centricity means, i.e. what are the criteria and indicators of human-centered AI and how can they be considered and implemented?

Human-Centered Data Science

Author : Cecilia Aragon,Shion Guha,Marina Kogan,Michael Muller,Gina Neff
Publisher : MIT Press
Page : 201 pages
File Size : 54,7 Mb
Release : 2022-03-01
Category : Computers
ISBN : 9780262367592

Get Book

Human-Centered Data Science by Cecilia Aragon,Shion Guha,Marina Kogan,Michael Muller,Gina Neff Pdf

Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets. Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow—and show how a human-centered approach can enhance each one, by making the process more transparent, asking questions, and considering the social context of the data. They describe how tools from social science might be incorporated into data science practices, discuss different types of collaboration, and consider data storytelling through visualization. The book shows that data science practitioners can build rigorous and ethical algorithms and design projects that use cutting-edge computational tools and address social concerns.

Responsible Industry 4.0

Author : David Mhlanga
Publisher : Taylor & Francis
Page : 283 pages
File Size : 44,6 Mb
Release : 2023-11-13
Category : Business & Economics
ISBN : 9781000994407

Get Book

Responsible Industry 4.0 by David Mhlanga Pdf

The growth of digital technologies and Artificial Intelligence (AI) has the potential to increase global wealth and tackle some of the world's most serious problems, including economic marginalization. In contrast, these innovations may contribute to widening economic gaps and potentially threaten the stability of democratic governments. Changes in economic growth and distribution are occurring in both developed and developing countries due to the impact that new technologies are having on businesses and the workplace. This book provides answers to the question of whether the technologies of the Fourth Industrial Revolution, such as Artificial Intelligence, will lead to greater economic uncertainty, environmental collapse, and social unrest or whether they will help achieve shared prosperity and sustainable development, and successively the Sustainable Development Goals (SDGs). The book focuses on Human-centered Artificial Intelligence (AI) and the responsible deployment of diverse technologies for achieving sustainable development. It examines why the human-centred approach is so crucial to long-term success. It underlines the definition of human-centred AI and its importance in creating sustainability and resilience. It starts with a comprehensive history of the Fourth Industrial Revolution, details how to produce artificial intelligence that is centred on humans in order to accomplish sustainable development in the era of the Fourth Industrial Revolution, and then goes on to discuss the need for proper management and governance of emerging technologies. The book ends by presenting a framework that will assist stakeholders in employing AI in a human-centred manner to achieve the sustainable development goals set for 2030. The book will appeal to scholars, academics and researchers interested in information linked to the SDGs, AI and industry 4.0.

Artificial Intelligence in HCI

Author : Helmut Degen,Stavroula Ntoa
Publisher : Springer Nature
Page : 566 pages
File Size : 54,5 Mb
Release : 2021-07-03
Category : Computers
ISBN : 9783030777722

Get Book

Artificial Intelligence in HCI by Helmut Degen,Stavroula Ntoa Pdf

This book constitutes the refereed proceedings of the Second International Conference on Artificial Intelligence in HCI, AI-HCI 2021, which was held as part of HCI International 2021 and took place virtually during July 24-29, 2021. The total of 1276 papers and 241 posters included in the 39 HCII 2021 proceedings volumes was carefully reviewed and selected from 5222 submissions. The papers included in this volume were organized in topical sections as follows: Ethics, trust and explainability; human-centered AI; AI applications in HCI; and AI applications in smart environments.