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The mind's arrows : Bayes nets and graphical causal models in 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...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Glymour, Clark N.
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cambridge, Mass. : MIT Press, ©2001.
©2001
Colección:Bradford Bks.
Temas:
Acceso en línea:Texto completo

MARC

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245 1 4 |a The mind's arrows :  |b Bayes nets and graphical causal models in psychology /  |c Clark Glymour. 
260 |a Cambridge, Mass. :  |b MIT Press,  |c ©2001. 
264 4 |c ©2001 
300 |a 1 online resource (xv, 222 pages) :  |b illustrations 
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500 |a "A Bradford book." 
504 |a Includes bibliographical references (pages 205-217) and index. 
505 0 0 |g 1.  |t Introduction --  |g 2.  |t Android epistemology for babies --  |g 3.  |t Another way for nerds to make babies : the frame problem and causal inference in developmental psychology --  |g 4.  |t A puzzling experiment --  |g 5.  |t The puzzle resolved --  |g 6.  |t Marilyn vos Savant meets Rescorla and Wagner --  |g 7.  |t Cheng models --  |g 8.  |t Learning procedures --  |g 9.  |t Representation and rationality : the case of backward blocking --  |g 10.  |t Cognitive parts : from Freud to Farah --  |g 11.  |t Inference to cognitive architecture from individual case studies --  |g 12.  |t Group data in cognitive neuropsychology --  |g 13.  |t The explanatory power of lesioning neural nets --  |g 14.  |t Social statistics and genuine inquiry : the case of The bell curve. 
588 0 |a Print version record. 
520 8 |a 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. 
546 |a English. 
590 |a eBooks on EBSCOhost  |b EBSCO eBook Subscription Academic Collection - Worldwide 
650 0 |a Psychology  |x Methodology. 
650 0 |a Prediction theory. 
650 0 |a Causation. 
650 2 |a Psychology  |x methods 
650 2 |a Causality 
650 6 |a Psychologie  |x Méthodologie. 
650 6 |a Théorie de la prévision. 
650 6 |a Causalité. 
650 7 |a PSYCHOLOGY  |x General.  |2 bisacsh 
650 7 |a Causation  |2 fast 
650 7 |a Prediction theory  |2 fast 
650 7 |a Psychology  |x Methodology  |2 fast 
653 |a COGNITIVE SCIENCES/General 
653 |a COGNITIVE SCIENCES/Psychology/Cognitive Psychology 
776 0 8 |i Print version:  |a Glymour, Clark N.  |t Mind's arrows.  |d Cambridge, Mass. : MIT Press, ©2001  |z 0262072203  |w (DLC) 2001032623  |w (OCoLC)46908702 
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