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Ontology-based identification of research gaps and immature research areas
Abstract Researchers often have to understand new kResearchers often have to understand new knowledge areas, and identify research gaps and immature areas in them. They have to understand and link numerous publications to achieve this goal. This is difficult, because natural language has to be analyzed in the publications, and implicit relations between them have to be discovered. We propose to utilize the structuring possibilities of ontologies to make the relations between publications, knowledge objects (e.g., methods, tools, notations), and knowledge areas explicit. Furthermore, we use Kitchenham's work on structured literature reviews and apply it to the ontology. We formalize relations between objects in the ontology using Codd's relational algebra to support different kinds of literature research. These formal expressions are implemented as ontology queries. Thus, we implement an immature research area analysis and research gap identification mechanism. The ontology and its relations are implemented based on the Semantic MediaWiki+ platform.based on the Semantic MediaWiki+ platform.
Abstractsub Researchers often have to understand new kResearchers often have to understand new knowledge areas, and identify research gaps and immature areas in them. They have to understand and link numerous publications to achieve this goal. This is difficult, because natural language has to be analyzed in the publications, and implicit relations between them have to be discovered. We propose to utilize the structuring possibilities of ontologies to make the relations between publications, knowledge objects (e.g., methods, tools, notations), and knowledge areas explicit. Furthermore, we use Kitchenham's work on structured literature reviews and apply it to the ontology. We formalize relations between objects in the ontology using Codd's relational algebra to support different kinds of literature research. These formal expressions are implemented as ontology queries. Thus, we implement an immature research area analysis and research gap identification mechanism. The ontology and its relations are implemented based on the Semantic MediaWiki+ platform.based on the Semantic MediaWiki+ platform.
Bibtextype inproceedings  +
Doi 10.1007/978-3-642-32498-7_1  +
Has author Beckers K. + , Eicker S. + , Fassbender S. + , Heisel M. + , Schmidt H. + , Schwittek W. +
Has extra keyword Facetted search + , Formal expressions + , Identification mechanism + , Knowledge areas + , Literature review + , MediaWiki + , Natural languages + , Ontology query + , Ontology-based + , Relational algebra + , Knowledge management + , Ontology + , Publishing + , Semantics + , Research +
Has keyword Facetted search + , Knowledge management + , Ontology + , Research gaps +
Isbn 9783642324970  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 1–16  +
Published in Lecture Notes in Computer Science +
Title Ontology-based identification of research gaps and immature research areas +
Type conference paper  +
Volume 7465 LNCS  +
Year 2012 +
Creation dateThis property is a special property in this wiki. 8 November 2014 03:24:55  +
Categories Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 8 November 2014 03:24:55  +
DateThis property is a special property in this wiki. 2012  +
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