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Bayesian Rationality : The probabilistic approach to human reasoning - Mike Oaksford

Bayesian Rationality

The probabilistic approach to human reasoning

By: Mike Oaksford, Nick Chater

Hardcover | 1 March 2007

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Are people rational? This question was central to Greek thought; and has been at the heart of psychology, philosophy, rational choice in social sciences, and probabilistic approaches to artificial intelligence. This book provides a radical re-appraisal of conventional wisdom in the psychology of reasoning. For almost two and a half thousand years, the Western conception of what it is to be a human being has been dominated by the idea that the mind is the seat of reason - humans are, almost by definition, the rational animal. From Aristotle to the present day, rationality has been explained by comparison to systems of logic, which distinguish valid (i.e., rationally justified) from invalid arguments. Within psychology and cognitive science, such a logicist conception of the mind was adopted wholeheartedly from Piaget onwards. Simultaneous with the construction of the logicist program in cognition, other researchers found that people appeared surprisingly and systematically illogical in some experiments. Proposals within the logicist paradigm suggested that these were mere performance errors, although in some reasoning tasks only as few as 5% of people's reasoning was logically correct. In this book a more radical suggestion for explaining these puzzling aspects of human reasoning is put forward: the Western conception of the mind as a logical system is flawed at the very outset. The human mind is primarily concerned with practical action in the face of a profoundly complex and uncertain world. Oaksford and Chater argue that cognition should be understood in terms of probability theory, the calculus of uncertain reasoning, rather than in terms of logic, the calculus of certain reasoning. Thus, the logical mind should be replaced by the probabilistic mind - people may possess not logical rationality, but Bayesian rationality.
Industry Reviews
This fascinating book is the capstone of one of the most important and original programs of research on reasoning in the last twenty years. Oaksford and Chater argue persuasively that human thinking is best understood not in terms of how poorly it approximates the philosopher's norms of deductive logic, but rather in terms of how well it captures the more powerful and subtle principles of Bayesian probability. Professor Josh Tenenbaum, Massachusetts Institute of Technology, USA For years, Oaksford and Chater have taken a maverick approach to the analysis of human reasoning, applying probabilistic ideas to construct radically new interpretations of what people are doing when they reason and whether or not those actions are rational. The field has started to follow Oaksford and Chater's lead; probabilistic concepts are becoming central to all areas of cognitive science. In this book, Oaksford and Chater offer an exceptionally lucid and compelling introduction to their own work and in the process provide an accessible introduction to a number of technical issues in reasoning. This book is a must for those interested in the latest theoretical ideas in the study of human reasoning. Professor Steve Sloman, Brown University, USA Oaksford and Chater have been at the center of a major reconceptualization of how humans reason. This book explains the deep reasons for this new approach and provides an excellent summary of their work. Professor John R. Anderson, Carnegie Mellon University, USA Oaksford and Chater convincingly argue that rationality in the real world cannot be reduced to logical thinking and demonstrate how apparently logical problems can instead be reconstructed in a probabilistic way. This is an important step towards the ultimate goal of understanding the heuristic mechanisms underlying behavior. An excellent book on a Bayesian approach to cognition. Professor Gerd Gigerenzer, Center for Adaptive Behavior and Cognition, Max Planck Institute for Human Development, Germany

Other Editions and Formats

Paperback

Published: 22nd February 2007

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