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Abductive Reasoning and Learning Dov M. Gabbay

Abductive Reasoning and Learning By Dov M. Gabbay

Abductive Reasoning and Learning by Dov M. Gabbay


Summary

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.

Abductive Reasoning and Learning Summary

Abductive Reasoning and Learning by Dov M. Gabbay

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.

Table of Contents

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.

Additional information

NPB9780792365655
9780792365655
0792365658
Abductive Reasoning and Learning by Dov M. Gabbay
New
Hardback
Springer
2000-09-30
442
N/A
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