OntoDM: An Ontology of Data Mining

Pance Panov, Sašo Dzeroski, Larisa N. Soldatova

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)


Motivated by the need for unification of the field of data mining and the growing demand for formalized representation of outcomes of research, we address the task of constructing an ontology of data mining. The proposed ontology, named OntoDM, is based on a recent proposal of a general framework for data mining, and includes definitions of basic data mining entities, such as datatype and dataset, data mining task, data mining algorithm and components thereof (e.g., distance function), etc. It also allows for the definition of more complex entities, e.g., constraints in constraint-based data mining, sets of such constraints (inductive queries) and data mining scenarios (sequences of inductive queries). Unlike most existing approaches to constructing ontologies of data mining, OntoDM is a deep/heavy-weight ontology and follows best practices in ontology engineering, such as not allowing multiple inheritance of classes, using a predefined set of relations and using a top level ontology.
Iaith wreiddiolSaesneg
TeitlIEEE International Conference on Data Mining Workshops, 2008. ICDMW '08
CyhoeddwrIEEE Press
Nifer y tudalennau9
ISBN (Electronig)978-0-7695-3503-6
ISBN (Argraffiad)978-0-7695-3503-6
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - Rhag 2008
DigwyddiadIEEE International Conference on Data Mining Workshops, 2008. ICDMW '08 - Pisa, Yr Eidal
Hyd: 15 Rhag 200819 Rhag 2008


CynhadleddIEEE International Conference on Data Mining Workshops, 2008. ICDMW '08
Gwlad/TiriogaethYr Eidal
Cyfnod15 Rhag 200819 Rhag 2008

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