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Abductive Inference Models for Diagnostic Problem-Solving

Name: Abductive Inference Models for Diagnostic Problem-Solving
Brand: Springer-Verlag New York Inc.
SKU: 01385181
Price: 90.79 EUR
Availability: InStock
Author: Yun Peng
ISBN: 9780387973432

Yun Peng

James A. Reggia

Lingua

Inglese

Libro Rigido

Codice Libristo: 01385181

Casa editrice Springer-Verlag New York Inc., giugno 1990

This book is about reasoning with causal associations during diagnostic problem-solving. It formaliz... Descrizione completa

Codice Libristo: 01385181

222 b

90.79 €

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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

Autore Yun Peng, James A. Reggia

Lingua

Inglese

Rilegatura Libro - Rigido

Data di pubblicazione 1990

Numero di pagine 285

EAN 9780387973432

ISBN 0387973435

Codice Libristo 01385181

Casa editrice Springer-Verlag New York Inc.

Peso 1320

Dimensioni 155 x 235 x 21

Categorie

Tecnologia, Ingegneria, Agricoltura, processi industriali > Ingegneria elettronica e delle comunicazioni > Ingegneria elettronica > Ingegneria del controllo automatico > Robotica

Informatica e Tecnologia dell’Informazione > Scienza dei calcolatori > Teoria matematica della computazione

Informatica e Tecnologia dell’Informazione > Scienza dei calcolatori > Intelligenza artificiale