Title :
Learning Useful Kick-off Ontologies from Query Logs: HCOME Revised
Author :
Kotis, Konstantinos ; Papasalouros, Andreas
Author_Institution :
Dept. of Inf. & Commun. Syst. Eng., Univ. of the Aegean, Samos, Greece
Abstract :
Ontology engineering has been fully or partially practiced by knowledge engineers or knowledge workers, towards delivering either fully fledged conceptualizations of domains or providing lightweight ontology versions for less demanding but more frequent knowledge tasks. Domain-specific information can be shaped into ontologies either manually or (semi-)automatically using ontology learning techniques. The aim of the paper is to present a novice ontology learning approach that automatically constructs kick-off and useful ontologies from query logs. We place tasks related to the proposed learning approach in all phases of an ontology engineering life-cycle. By providing knowledge workers a useful kick-off ontology that is automatically built from ¿their needs (i. e. users´ search interests)¿ in order to address ¿their needs (i. e. use of the kick-off ontology to query data precisely)¿, an approach that contributes as an incentive in the semantic content creation bottleneck is introduced.
Keywords :
content-based retrieval; learning (artificial intelligence); ontologies (artificial intelligence); query processing; semantic Web; HCOME; domain-specific information; domains conceptualizations; kick-off ontologies; knowledge engineers; knowledge tasks; knowledge workers; lightweight ontology versions; ontology engineering life-cycle; ontology learning techniques; query logs; semantic content creation bottleneck; Communication system software; Competitive intelligence; Humans; Knowledge engineering; Large-scale systems; Mathematics; Ontologies; Resource description framework; Semantic Web; Software systems; OE methodology; SW incentives; ontology learning; query logs; semantic content creation;
Conference_Titel :
Complex, Intelligent and Software Intensive Systems (CISIS), 2010 International Conference on
Conference_Location :
Krakow
Print_ISBN :
978-1-4244-5917-9
DOI :
10.1109/CISIS.2010.50