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Relational knowledge discovery /

What is knowledge and how is it represented? This book focuses on the idea of formalising knowledge as relations, interpreting knowledge represented in databases or logic programs as relational data and discovering new knowledge by identifying hidden and defining new relations. After a brief introdu...

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Détails bibliographiques
Cote:Libro Electrónico
Auteur principal: Müller, M. E. (Martin E.), 1970-
Format: Électronique eBook
Langue:Inglés
Publié: New York : Cambridge University Press, 2012.
Collection:Lecture notes on machine learning.
Sujets:
Accès en ligne:Texto completo
Table des matières:
  • Cover; Relational Knowledge Discovery; Title; Copyright; Contents; About this book; What it is about; How it is organised; Thanks to:; Chapter 1: Introduction; 1.1 Motivation; 1.1.1 Different kinds of learning; 1.1.2 Applications; 1.2 Related disciplines; 1.2.1 Codes and compression; 1.2.2 Information theory; 1.2.3 Minimum description length; 1.2.4 Kolmogorov complexity; 1.2.5 Probability theory; Conclusion; Chapter 2: Relational knowledge; 2.1 Objects and their attributes; 2.1.1 Collections of things: sets; 2.1.2 Properties of things: relations; 2.1.3 Special properties of relations.