Ontology-based identification of research gaps and immature research areas
|Ontology-based identification of research gaps and immature research areas|
|Author(s)||Beckers K., Eicker S., Fassbender S., Heisel M., Schmidt H., Schwittek W.|
|Published in||Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)|
|Keyword(s)||facetted search, knowledge management, ontologies, research gaps (Extra: facetted search, Formal expressions, Identification mechanism, Knowledge areas, Literature reviews, MediaWiki, Natural languages, Ontology query, Ontology-based, Relational algebra, Knowledge management, Ontology, Publishing, Semantics, Research)|
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Ontology-based identification of research gaps and immature research areas is a 2012 conference paper written in English by Beckers K., Eicker S., Fassbender S., Heisel M., Schmidt H., Schwittek W. and published in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics).
Researchers 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.
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