Name: foundations of inductive logic programming
Price: 78.44 EUR
Availability: InStock
Author: nienhuys-cheng,wolf
ISBN: 9783540629276

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foundations of inductive logic programming

Type

Physical Book

Publisher

Springer

Author

nienhuys-cheng,wolf

Language

English

Pages

404

ISBN

3540629270

ISBN13

9783540629276

Synopsis "foundations of inductive logic programming"

inductive logic programming is a young and rapidly growing field combining machine learning and logic programming. this self-contained tutorial is the first theoretical introduction to ilp; it provides the reader with a rigorous and sufficiently broad basis for future research in the area.in the first part, a thorough treatment of first-order logic, resolution-based theorem proving, and logic programming is given. the second part introduces the main concepts of ilp and systematically develops the most important results on model inference, inverse resolution, unfolding, refinement operators, least generalizations, and ways to deal with background knowledge. furthermore, the authors give an overview of pac learning results in ilp and of some of the most relevant implemented systems.