Conditionals, Information, and Inference

Conditionals, Information, and Inference
Author :
Publisher : Springer
Total Pages : 219
Release :
ISBN-10 : 9783540322351
ISBN-13 : 3540322353
Rating : 4/5 (51 Downloads)

Book Synopsis Conditionals, Information, and Inference by : Gabriele Kern-Isberner

Download or read book Conditionals, Information, and Inference written by Gabriele Kern-Isberner and published by Springer. This book was released on 2005-05-13 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: Conditionals are fascinating and versatile objects of knowledge representation. On the one hand, they may express rules in a very general sense, representing, for example, plausible relationships, physical laws, and social norms. On the other hand, as default rules or general implications, they constitute a basic tool for reasoning, even in the presence of uncertainty. In this sense, conditionals are intimately connected both to information and inference. Due to their non-Boolean nature, however, conditionals are not easily dealt with. They are not simply true or false — rather, a conditional “if A then B” provides a context, A, for B to be plausible (or true) and must not be confused with “A entails B” or with the material implication “not A or B.” This ill- trates how conditionals represent information, understood in its strict sense as reduction of uncertainty. To learn that, in the context A, the proposition B is plausible, may reduce uncertainty about B and hence is information. The ab- ity to predict such conditioned propositions is knowledge and as such (earlier) acquired information. The ?rst work on conditional objects dates back to Boole in the 19th c- tury, and the interest in conditionals was revived in the second half of the 20th century, when the emerging Arti?cial Intelligence made claims for appropriate formaltoolstohandle“generalizedrules.”Sincethen,conditionalshavebeenthe topic of countless publications, each emphasizing their relevance for knowledge representation, plausible reasoning, nonmonotonic inference, and belief revision.


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Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, sign