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portada foundations of inductive logic programming
foundations of inductive logic programmingfoundations of inductive logic programming
Type
Physical Book
Publisher
Language
English
Pages
404
ISBN
3540629270
ISBN13
9783540629276

foundations of inductive logic programming

Nienhuys-Cheng,Wolf (Author) · Springer · Physical Book

foundations of inductive logic programming - nienhuys-cheng,wolf

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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.

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