Abductive Reasoning and Learning
Volume 4: Abductive Reasoning and Learning
Published on 30. September 2000
Book
Hardback
VI, 442 pages
978-0-7923-6565-5 (ISBN)
Description
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.
More details
Series
Edition
2000 ed.
Language
English
Place of publication
Dordrecht
Netherlands
Target group
Professional and scholarly
Research
Illustrations
VI, 442 p.
Dimensions
Height: 241 mm
Width: 160 mm
Thickness: 29 mm
Weight
840 gr
ISBN-13
978-0-7923-6565-5 (9780792365655)
DOI
10.1007/978-94-017-1733-5
Schweitzer Classification
Other editions
Additional editions
Dov M. Gabbay | Philippe Smets
Abductive Reasoning and Learning
Volume 4: Abductive Reasoning and Learning
Book
12/2010
Springer
€213.99
Shipment within 15-20 days
Persons
Content
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.