
The Mind's Arrows
Bayes Nets and Graphical Causal Models in Psychology
Clark Glymour(Author)
Bradford Books (Publisher)
Published on 7. December 2001
Book
Hardback
240 pages
978-0-262-07220-5 (ISBN)
Description
The use of Bayes nets and graphical causal models in the investigation of human learning of causal relations, and in modeling and inference in cognitive psychology.In recent years, small groups of statisticians, computer scientists, and philosophers have developed an account of how partial causal knowledge can be used to compute the effect of actions and how causal relations can be learned, at least by computers. The representations used in the emerging theory are causal Bayes nets or graphical causal models.In his new book, Clark Glymour provides an informal introduction to the basic assumptions, algorithms, and techniques of causal Bayes nets and graphical causal models in the context of psychological examples. He demonstrates their potential as a powerful tool for guiding experimental inquiry and for interpreting results in developmental psychology, cognitive neuropsychology, psychometrics, social psychology, and studies of adult judgment. Using Bayes net techniques, Glymour suggests novel experiments to distinguish among theories of human causal learning and reanalyzes various experimental results that have been interpreted or misinterpreted-without the benefit of Bayes nets and graphical causal models. The capstone illustration is an analysis of the methods used in Herrnstein and Murray's book The Bell Curve; Glymour argues that new, more reliable methods of data analysis, based on Bayes nets representations, would lead to very different conclusions from those advocated by Herrnstein and Murray.
More details
Series
Language
English
Place of publication
Massachusetts
United States
Publishing group
MIT Press Ltd
Target group
College/higher education
Professional and scholarly
Interest Age: From 18 years
Product notice
Cloth over boards
Illustrations
100 illus.
Dimensions
Height: 229 mm
Width: 152 mm
Thickness: 32 mm
Weight
522 gr
ISBN-13
978-0-262-07220-5 (9780262072205)
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Schweitzer Classification
Person
Clark Glymour is Senior Research Scientist at IHMC and Alumni University Professor of Philosophy at Carnegie Mellon University.