Cognition and Intractability: A Guide to Classical and Parameterized Complexity Analysis

Van Rooij, Iris; Blokpoel, Mark; Kwisthout, Johan; Wareham, Todd

ISBN 10: 1108728979 / ISBN 13: 9781108728973

Published by Cambridge University Press, 2019

About this Item

Seller Inventory # I-9781108728973

Bibliographic Details

• Title: Cognition and Intractability: A Guide to Classical and Parameterized Complexity Analysis
• Publisher: Cambridge University Press
• Publication Date: 2019
• Language: English
• ISBN 10: 1108728979
• ISBN 13: 9781108728973
• Binding: Soft cover
• Condition: New

About this title

Synopsis

Intractability is a growing concern across the cognitive sciences: while many models of cognition can describe and predict human behavior in the lab, it remains unclear how these models can scale to situations of real-world complexity. Cognition and Intractability is the first book to provide an accessible introduction to computational complexity analysis and its application to questions of intractability in cognitive science. Covering both classical and parameterized complexity analysis, it introduces the mathematical concepts and proof techniques that can be used to test one's intuition of (in)tractability. It also describes how these tools can be applied to cognitive modeling to deal with intractability, and its ramifications, in a systematic way. Aimed at students and researchers in philosophy, cognitive neuroscience, psychology, artificial intelligence, and linguistics who want to build a firm understanding of intractability and its implications in their modeling work, it is an ideal resource for teaching or self-study.

About the Authors

Iris van Rooij is a psychologist and cognitive scientist based at the Donders Institute for Brain, Cognition and Behaviour and the School for Psychology and Artificial Intelligence at Radboud Universiteit Nijmegen, the Netherlands.

Mark Blokpoel is a computational cognitive scientist at the Donders Institute for Brain, Cognition and Behaviour at Radboud Universiteit Nijmegen, the Netherlands.

Johan Kwisthout is a computer scientist at the Donders Institute for Brain, Cognition and Behaviour and the School for Psychology and Artificial Intelligence at Radboud Universiteit Nijmegen, the Netherlands.

Todd Wareham is a computer scientist in the Department of Computer Science at Memorial University of Newfoundland, Canada.