Evaluating Utility and Automatic Classification of Subject Metadata from Research Data Australia

Knowledge Organization 48 (3):219-230 (2021)
  Copy   BIBTEX

Abstract

In this paper, we present a case study of how well subject metadata (comprising headings from an international classification scheme) has been deployed in a national data catalogue, and how often data seekers use subject metadata when searching for data. Through an analysis of user search behaviour as recorded in search logs, we find evidence that users utilise the subject metadata for data discovery. Since approximately half of the records ingested by the catalogue did not include subject metadata at the time of harvest, we experimented with automatic subject classification approaches in order to enrich these records and to provide additional support for user search and data discovery. Our results show that automatic methods work well for well represented categories of subject metadata, and these categories tend to have features that can distinguish themselves from the other categories. Our findings raise implications for data catalogue providers; they should invest more effort to enhance the quality of data records by providing an adequate description of these records for under-represented subject categories.

Other Versions

No versions found

Links

PhilArchive

    This entry is not archived by us. If you are the author and have permission from the publisher, we recommend that you archive it. Many publishers automatically grant permission to authors to archive pre-prints. By uploading a copy of your work, you will enable us to better index it, making it easier to find.

    Upload a copy of this work     Papers currently archived: 106,951

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

AI-Driven Metadata Management: The Future of Data Governance.Bhavna Shah Mahi - 2019 - International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering (Ijareeie) 8 (7):2009-2013.
Data, Metadata, Mental Data? Privacy and the Extended Mind.Spyridon Orestis Palermos - 2023 - American Journal of Bioethics Neuroscience 14 (2):84-96.
Implementing Data Lineage and Metadata Tracking with Open Lineage and Amundsen.Reetika Bhor Ashwini Gajare, - 2023 - International Journal of Multidisciplinary Research in Science, Engineering and Technology 6 (12).
Smart Metadata: How AI is Transforming Data Organization.Vikram Reddy Yuvraj - 2019 - International Journal of Innovative Research in Computer and Communication Engineering 7 (11):3291-3296.

Analytics

Added to PP
2023-03-02

Downloads
15 (#1,345,038)

6 months
1 (#1,602,128)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

No citations found.

Add more citations

References found in this work

No references found.

Add more references