Abductive Reasoning and Learning: Volume 4: Abductive Reasoning and Learning (Handbook of Defeasible Reasoning and Uncertainty Management Systems)

Gabbay, Dov M.

ISBN 10: 9048155606 / ISBN 13: 9789048155606

Editore: Springer, 2010

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. Editor(s): Gabbay, Dov M.; Smets, Philippe. Series: Handbook of Defeasible Reasoning & Uncertainty Management Systems. Num Pages: 442 pages, biography. BIC Classification: HPL; PBC; PBT; UYQ. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 23. Weight in Grams: 688. . 2010. Softcover reprint of the original 1st ed. 2000. Paperback. . . . . Codice articolo V9789048155606

Riassunto:

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.

Contenuti: On the Relation between Abduction and Inductive Learning; P.A. Flach, A.C. Kakas. Part I: Logical Approaches. AI Approaches to Abduction; G. Paul. Abduction in Labelled Deductive Systems; D.M. Gabbay. Logical Characterisations of Inductive Learning; P.A. Flach. Abduction in Machine Learning; F. Bergadano, V. Cutello, D. Gunetti. Part II: Numerical Approaches. An Overview of Ordinal and Numerical Approaches to Causal Diagnostic Problem Solving; D. Dubois, H. Prade. Abductive Inference with Probabilistic Networks; C. Borgelt, R. Kruse. Learning from Data: Possibilistic Graphical Models; J. Gebhardt. Independence in Uncertainty Theories and its Applications to Learning Belief Networks; L.M. de Campos, J.F. Huete, S. Moral. Index.

Dati bibliografici

Titolo: Abductive Reasoning and Learning: Volume 4: ...
Casa editrice: Springer
Data di pubblicazione: 2010
Legatura: Brossura
Condizione: New