Learning OWL Class Expressions

Share
Author
Lehmann, J.
Pub. date
April 2010
Pages
280
Binding
softcover
Volume
6 of Studies on the Semantic Web
ISBN print
978-1-60750-528-0
ISBN online
978-1-61499-340-7
Subject
Artificial Intelligence, Computer & Communication Sciences, Computer Science, Semantic Web
€50 / US$73 Excl. VAT
Order Learning OWL Class Expressions ISBN @ €50.00
Order Ebook

With the advent of the Semantic Web and Semantic Technologies, ontologies have become one of the most prominent paradigms for knowledge representation and reasoning. However, recent progress in the field faces a lack of well structured ontologies with large amounts of instance data due to the fact that engineering such ontologies requires a considerable investment of resources. Nowadays, knowledge bases often provide large volumes of data without sophisticated schemata. Hence, methods for automated schema acquisition and maintenance are sought. Schema acquisition is closely related to solving typical classification problems in machine learning, e.g. the detection of chemical compounds causing cancer. In this work, we investigate both, the underlying machine learning techniques and their application to knowledge acquisition in the Semantic Web.