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Knowledge Representation, by Arthur B. Markman
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Knowledge representation is fundamental to the study of mind. All theories of psychological processing are rooted in assumptions about how information is stored. These assumptions, in turn, influence the explanatory power of theories. This book fills a gap in the existing literature by providing an overview of types of knowledge representation techniques and their use in cognitive models.
Organized around types of representations, this book begins with a discussion of the foundations of knowledge representation, then presents discussions of different ways that knowledge representation has been used. Both symbolic and connectionist approaches to representation are discussed and a set of recommendations about the way representations should be used is presented. This work can be used as the basis for a course on knowledge representation or can be read independently. It will be useful to students of psychology as well as people in related disciplines--computer science, philosophy, anthropology, and linguistics--who want an introduction to techniques for knowledge representation.
- Sales Rank: #1961532 in eBooks
- Published on: 2013-06-17
- Released on: 2013-06-17
- Format: Kindle eBook
Review
Markman is honest from the beginning about the goals of the book. He states in the Preface that he wants to provide a 'Michelin guide to knowledge representation.' At this, Markman succeeds admirably. The book is comprehensive and very well-writen.
—Contemporary Psychology
...the book is clearly written and would be useful for the advanced undergraduate or beginning graduate student in psychology.
—Journal of Mathematical Psychology
...Knowledge Representation is well-written and interesting. The book covers a very wide range of topics in order to analyze the forms of representation they use and to identify the advantages and disadvantages of each form. It is unique in both its coverage and its perspective, which make for a fresh approach to the study of how knowledge is represented and processed. It seems likely to become the standard text for courses on this topic.
—Gregory Murphy, PhD
University of Illinois, Urbana-Champaign
Markman's book does an admirable job of explaining the ideas of representation. It provides a rare perspective, focusing on what kinds of representations have been used in different areas of research, and why. The properties and tradeoffs involved in various types of representations are well illustrated with examples drawn from several areas of cognitive science. Anyone interested in cognitive science will find this book an excellent, enlightening resource.
—Kenneth D. Forbus, PhD
Northwestern University
Most helpful customer reviews
3 of 3 people found the following review helpful.
Great introduction to the KR perspective
By Mark A. Bayer
Dr. Markman takes the reader on a tour of the different theoretical models that cognitive science researchers have used to try to represent knowledge content and the thinking processes that operate upon it. This is a nice introduction to the knowledge representation perspective within cognitive science, and it prepares the reader for a more in-depth venture into one or more of the topics covered. Graduate students and others will have an easy time with Dr. Markman's writing style, and important work is cited throughout. If you're interested in knowledge representation, this is a good way to get started.
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