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gabbay dov m. (curatore); smets philippe (curatore) - abductive reasoning and learning

Abductive Reasoning and Learning

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 12/2010
Edizione: Softcover reprint of the original 1st ed. 2000





Trama

This book contains leading survey papers on the various aspects of Abduction, both logical and numerical approaches. Abduction is central to all areas of applied reasoning, including artificial intelligence, philosophy of science, machine learning, data mining and decision theory, as well as logic itself.




Sommario

On the Relation between Abduction and Inductive Learning.- I: Logical Approaches.- AI Approaches to Abduction.- Abduction in Labelled Deductive Systems.- Logical Characterisations of Inductive Learning.- Abduction in Machine Learning.- II: Numerical Approaches.- An Overview of Ordinal and Numerical Approaches to Causal Diagnostic Problem Solving.- Abductive Inference with Probabilistic Networks.- Learning from Data: Possibilistic Graphical Models.- Independence in Uncertainty Theories and its Applications to Learning Belief Networks.










Altre Informazioni

ISBN:

9789048155606

Condizione: Nuovo
Collana: Handbook of Defeasible Reasoning and Uncertainty Management Systems
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:VI, 442 p.
Pagine Arabe: 442
Pagine Romane: vi


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