M. E. Müller: Relational Knowledge Discovery

Cover: 9780521122047 | Relational Knowledge Discovery | M. E. Müller | Taschenbuch | Englisch

Rückseite: 9780521122047 | Relational Knowledge Discovery | M. E. Müller | Taschenbuch | Englisch

Dekorationsartikel gehören nicht zum Leistungsumfang.

Sprache: Englisch

66,20 €

inkl. MwSt.

Versandkostenfrei per Post / DHL

Lieferzeit 1-2 Wochen

Kategorien:

Beschreibung

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 introduction to representational issues, the author develops a relational language for abstract machine learning problems. He then uses this language to discuss traditional methods such as clustering and decision tree induction, before moving onto two previously underestimated topics that are just coming to the fore: rough set data analysis and inductive logic programming. Its clear and precise presentation is ideal for undergraduate computer science students. The book will also interest those who study artificial intelligence or machine learning at the graduate level. Exercises are provided and each concept is introduced using the same example domain, making it easier to compare the individual properties of different approaches.

Über den Autor

M. E. Mueller is a Professor of Computer Science at the Bonn-Rhein-Sieg University of Applied Sciences.

Inhaltsverzeichnis

1. Introduction; 2. Relational knowledge; 3. From data to hypotheses; 4. Clustering; 5. Information gain; 6. Knowledge and relations; 7. Rough set theory; 8. Inductive logic learning; 9. Ensemble learning; 10. The logic of knowledge; 11. Indexes and bibliography; Bibliography; Index.

Details

Erscheinungsjahr:	2012
Genre:	Importe , Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Inhalt:	Kartoniert / Broschiert
ISBN-13:	9780521122047
ISBN-10:	052112204X
Sprache:	Englisch
Einband:	Kartoniert / Broschiert
Autor:	Müller, M. E.
Hersteller:	Cambridge University Press
Verantwortliche Person für die EU:	Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße:	244 x 170 x 15 mm
Von/Mit:	M. E. Müller
Erscheinungsdatum:	21.06.2012
Gewicht:	0,485 kg