Paper Info
Title
Enriching the library subject headings with folksonomy
Abstract
Purpose The purpose of this paper is to explore the potential of enriching the library subject headings with folksonomy for enhancing the visibility and usability of the library subject headings. Design/methodology/approach The WorldCat-million data set and SocialBM0311 are preprocessing and over 210,000 library catalog records and 124,482 non-repeating tags were adopted to construct the matrix to observe the semantic relation between library subject headings and folksonomy. The proposed system is compared with the state-of-the-art methods and the parameters are fixed to obtain effective performance. Findings The results demonstrate that by integrating different semantic relations from library subject headings and folksonomy, the system's performance can be improved compared to the benchmark methods. The evaluation results also show that the folksonomy can enrich library subject headings through the semantic relationship. Originality/value The proposed method simultaneous weighted matrix factorization can integrate the semantic relation from the library subject headings and folksonomy into one semantic space. The observation of the semantic relation between library subject headings and social tags from folksonomy can help enriching the library subject headings and improving the visibility of the library subject headings.
Year
DOI
Venue
2020
10.1108/EL-07-2019-0156
ELECTRONIC LIBRARY
Keywords
DocType
Volume
Simultaneous weighted matrix factorization,Subject headings,Folksonomy,Social tags,Library subject headings
Journal
38.0
Issue
ISSN
Citations 
2.0
0264-0473
0
PageRank 
References 
Authors
0.34
0
2
Name
Order
Citations
PageRank
Wei Yu1142.28
Junpeng Chen200.34