Document (#43722)

Author

Lowe, D.B.
Dollinger, I.
Koster, T.
Herbert, B.E.

Title

Text mining for type of research classification

Source

Cataloging and classification quarterly. 59(2021) no.8, p.815-834

Year

2021

Abstract

This project brought together undergraduate students in Computer Science with librarians to mine abstracts of articles from the Texas A&M University Libraries' institutional repository, OAKTrust, in order to probe the creation of new metadata to improve discovery and use. The mining operation task consisted simply of classifying the articles into two categories of research type: basic research ("for understanding," "curiosity-based," or "knowledge-based") and applied research ("use-based"). These categories are fundamental especially for funders but are also important to researchers. The mining-to-classification steps took several iterations, but ultimately, we achieved good results with the toolkit BERT (Bidirectional Encoder Representations from Transformers). The project and its workflows represent a preview of what may lie ahead in the future of crafting metadata using text mining techniques to enhance discoverability.

Content

Vgl.: https://doi.org/10.1080/01639374.2021.1998281.

Footnote

Teil eines Themenheftes: Artificial intelligence (AI) and automated processes for subject sccess

Theme

Automatisches Indexieren
Data Mining

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