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Abductive Inference Models for Diagnostic Problem-Solving

Lingua IngleseInglese
Libro In brossura
Libro Abductive Inference Models for Diagnostic Problem-Solving Yun Peng
Codice Libristo: 02179588
Casa editrice Springer-Verlag New York Inc., novembre 2012
This book is about reasoning with causal associations during diagnostic problem-solving. It formaliz... Descrizione completa
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This book is about reasoning with causal associations during diagnostic problem-solving. It formalizes several currently vague notions of abductive inference in the context of diagnosis. The result is a mathematical model of diagnostic reasoning called parsimonious covering theory. Within this diagnostic, problems and important relevant concepts are formally defined, properties of diagnostic problem-solving are identified and analyzed, and algorithms for finding plausible explanations in different situations are given along with proofs of their correctness. Another feature of this book is the integration of parsimonious covering theory and probability theory. Based on underlying cause-effect relations, the resulting probabilistic causal model generalized Bayesian classification to diagnostic problems where multiple disorders (faults) may occur simultaneously. Both sequential best-first search algorithms and parallel connectionist (neural network) algorithms for finding the most probable hypothesis are provided. This book should appeal to both theoretical researchers and practitioners. For researchers in artificial intelligence and cognitive science, it provides a coherent presentation of a new theory of diagnostic inference. For engineers and developers of automated diagnostic systems or systems solving other abductive tasks, the book may provide useful insights, guidance, or even directly workable algorithms.

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Informazioni sul libro

Titolo completo Abductive Inference Models for Diagnostic Problem-Solving
Lingua Inglese
Rilegatura Libro - In brossura
Data di pubblicazione 2012
Numero di pagine 285
EAN 9781461264507
ISBN 1461264502
Codice Libristo 02179588
Peso 462
Dimensioni 155 x 235 x 17
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