Artificial Intelligence: Humans at the Heart of Algorithms, 2nd Edition

Artificial Intelligence

Artificial Intelligence

Author:Alan Dix (Author)

Publisher finelybook 出版社:‏ Chapman and Hall/CRC

Publication Date 出版日期: 2025-06-16

Edition 版本:‏ 2nd

Language 语言: English

Print Length 页数: 428 pages

ISBN-10: 0367515989

ISBN-13: 9780367515980

Book Description

An authoritative and accessible one-stop resource, the first edition of An Introduction to Artificial Intelligence presented one of the first comprehensive examinations of AI. Designed to provide an understanding of the foundations of artificial intelligence, it examined the central computational techniques employed by AI, including knowledge representation, search, reasoning and learning, as well as the principal application domains of expert systems, natural language, vision, robotics, software agents and cognitive modelling. Many of the major philosophical and ethical issues of AI were also introduced. This new edition expands and revises the book throughout, with new material to augment existing chapters, including short case studies, as well as adding new chapters on explainable AI, big data and deep learning, temporal and web-scale data, statistical methods and data wrangling. It expands the book’s focus on human-centred AI, covering gender, ethnic and social bias, the need for transparency, intelligent user interfaces, and designing interactions to aid machine learning. With detailed, well-illustrated examples and exercises throughout, this book provides a substantial and robust introduction to artificial intelligence in a clear and concise coursebook form. It stands as a core text for all students and computer scientists approaching AI.

You can also visit the author website for further resources: https://alandix.com/aibook/.

Review

“This vital and erudite work of scholarship provides a lucid account of how artificial intelligence works, illuminating both the deepest fears of AI’s Cassandras and the wildest hopes of its Pollyannas. It will be an essential resource for anyone serious about understanding both the risks and opportunities of the AI revolution. The book provides a comprehensive and insightful overview of rapidly developing fields, explaining technical issues with engaging clarity. Specialists will value the meticulous detail and rigour while general readers will appreciate the rich and concise overviews. It makes clear the complexity of challenges like algorithmic bias, AI ethics and privacy, but also reviews promising approaches like explainable AI and artificial emotion. The intriguing exercises at the end of each section will inspire anyone teaching or studying Human-AI interaction. Whether exploring probabilistic reasoning or the philosophy of consciousness, the authors are sure and helpful guides. This is everything you wanted to know about AI but were afraid to ask for fear of revealing your shameful ignorance.”
Mark Blythe, Professor of Design and Creative Lead for AI, Northumbria University, UK

“Artificial Intelligence is often discussed in terms of algorithms, models, and computation, but at its core, it is a deeply human endeavour. In Artificial Intelligence: Humans at the Heart of Algorithms, Alan Dix masterfully navigates the landscape of AI, balancing the technical depth of the field with a keen awareness of its impact on people and society. Through a rigorous yet accessible exploration of knowledge-based AI, machine learning, and human-centred interaction, this book provides an essential guide for students, researchers, and practitioners alike. It is a must-read for anyone seeking to understand not just how AI works, but how it should work―for and with humans.”

Alessio Malizia, Professor, Head of Digital Humanities and Head of the Data-Driven Design Lab, University of Pisa, Italy and Molde University College, Faculty of Logistics, Molde, Norway

About the Author

Alan Dix is Director of the Computational Foundry at Swansea University, a 30 million pound initiative to boost computational research in Wales with a strong focus on creating social and economic benefit. Previously Alan has worked in a mix of academic, commercial and government roles. Alan is principally known for his work in human-computer interaction, and is the author of one of the major international textbooks on HCI as well as of over 450 research publications from formal methods to intelligent interfaces and design creativity. Technically, he works equally happily with AI and machine learning alongside traditional mathematical and statistical techniques. He has a broad understanding of mathematical, computational and human issues, and he authored some of the earliest papers on gender and ethnic bias in black box-algorithms.

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