Abductive Reasoning and Learning

Dov M. Gabbay, Philippe Smets (Herausgeber)

Buch | Softcover

442 Seiten

2010 | Softcover reprint of the original 1st ed. 2000
Springer (Verlag)
978-90-481-5560-6 (ISBN)

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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.

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.

Erscheint lt. Verlag	5.12.2010
Reihe/Serie	Handbook of Defeasible Reasoning and Uncertainty Management Systems ; 4
Zusatzinfo	VI, 442 p.
Verlagsort	Dordrecht
Sprache	englisch
Maße	155 x 235 mm
Themenwelt	Geisteswissenschaften ► Philosophie ► Allgemeines / Lexika
	Geisteswissenschaften ► Philosophie ► Logik
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Allgemeines / Lexika
	Mathematik / Informatik ► Mathematik ► Logik / Mengenlehre
ISBN-10	90-481-5560-6 / 9048155606
ISBN-13	978-90-481-5560-6 / 9789048155606
Zustand	Neuware