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2018 | OriginalPaper | Chapter

Supporting Description of Research Data: Evaluation and Comparison of Term and Concept Extraction Approaches

Authors : Cláudio Monteiro, Carla Teixeira Lopes, João Rocha Silva

Published in: Digital Libraries for Open Knowledge

Publisher: Springer International Publishing

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Abstract

The importance of research data management is widely recognized. Dendro is an ontology-based platform that allows researchers to describe datasets using generic and domain-specific descriptors from ontologies. Selecting or building the right ontologies for each research domain or group requires meetings between curators and researchers in order to capture the main concepts of their research. Envisioning a tool to assist curators through the automatic extraction of key concepts from research documents, we propose 2 concept extraction methods and compare them with a term extraction method. To compare the three approaches, we use as ground truth an ontology previously created by human curators.

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Literature
1.
go back to reference Amorim, R.C., Castro, J.A., da Silva, J.R., Ribeiro, C.: A comparative study of platforms for research data management: interoperability, metadata capabilities and integration potential. In: Rocha, A., Correia, A.M., Costanzo, S., Reis, L.P. (eds.) New Contributions in Information Systems and Technologies. AISC, vol. 353, pp. 101–111. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-16486-1_10CrossRef Amorim, R.C., Castro, J.A., da Silva, J.R., Ribeiro, C.: A comparative study of platforms for research data management: interoperability, metadata capabilities and integration potential. In: Rocha, A., Correia, A.M., Costanzo, S., Reis, L.P. (eds.) New Contributions in Information Systems and Technologies. AISC, vol. 353, pp. 101–111. Springer, Cham (2015). https://​doi.​org/​10.​1007/​978-3-319-16486-1_​10CrossRef
2.
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go back to reference Wong, W., Liu, W., Bennamoun, M.: Ontology learning from text. ACM Comput. Surv. 44(4), 1–36 (2012)CrossRef Wong, W., Liu, W., Bennamoun, M.: Ontology learning from text. ACM Comput. Surv. 44(4), 1–36 (2012)CrossRef
Metadata
Title
Supporting Description of Research Data: Evaluation and Comparison of Term and Concept Extraction Approaches
Authors
Cláudio Monteiro
Carla Teixeira Lopes
João Rocha Silva
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-030-00066-0_44

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