Enhancing a core journal collection for digital libraries
Abstract
Purpose - This paper aims to address the problem of enhancing the selection of titles offered by a digital library, by analysing the differences in these titles when they are cited by local authors in their publications and when they are listed in the digital library offer. Design/methodology/approach - Text mining techniques were used to identify duplicate references. Moreover, the process of identifying syntactically different data was improved with the automated discovery of thesauri from correctly matched data, and the generated thesaurus was further used in semantic clustering. The results were effectively visually represented. Findings - The paper finds that the function based on the Jaro-Winkler algorithm may be efficiently used in the de-duplication process. A generated thesaurus that utilises domain-specific knowledge can also be used in the semantic clustering of references. It was shown that semantic clustering may be most useful in partitioning data, which is particularly s...ignificant when dealing with large amounts of data, which is usually the case. Moreover, those references that have the same or similar scores may be considered as candidate matches in the further de-duplication process. Finally, it proved to be a more efficient way of visually representing the results. Originality/value - This function can be implemented to enhance the selection of titles to be offered by a digital library, in terms of making that offer more compliant with what the library users frequently cite.
Keywords:
Digital libraries / Data collection / Semantics / Databases / SerbiaSource:
Program-Electronic Library and Information Systems, 2010, 44, 2, 132-148Publisher:
- Emerald Group Publishing Ltd, Bingley
DOI: 10.1108/00330331011039490
ISSN: 0033-0337
WoS: 000278730000005
Scopus: 2-s2.0-77951461149
Collections
Institution/Community
FBTY - JOUR AU - Kovačević, Ana AU - Devedžić, Vladan AU - Pocajt, Viktor PY - 2010 UR - https://rhinosec.fb.bg.ac.rs/handle/123456789/84 AB - Purpose - This paper aims to address the problem of enhancing the selection of titles offered by a digital library, by analysing the differences in these titles when they are cited by local authors in their publications and when they are listed in the digital library offer. Design/methodology/approach - Text mining techniques were used to identify duplicate references. Moreover, the process of identifying syntactically different data was improved with the automated discovery of thesauri from correctly matched data, and the generated thesaurus was further used in semantic clustering. The results were effectively visually represented. Findings - The paper finds that the function based on the Jaro-Winkler algorithm may be efficiently used in the de-duplication process. A generated thesaurus that utilises domain-specific knowledge can also be used in the semantic clustering of references. It was shown that semantic clustering may be most useful in partitioning data, which is particularly significant when dealing with large amounts of data, which is usually the case. Moreover, those references that have the same or similar scores may be considered as candidate matches in the further de-duplication process. Finally, it proved to be a more efficient way of visually representing the results. Originality/value - This function can be implemented to enhance the selection of titles to be offered by a digital library, in terms of making that offer more compliant with what the library users frequently cite. PB - Emerald Group Publishing Ltd, Bingley T2 - Program-Electronic Library and Information Systems T1 - Enhancing a core journal collection for digital libraries VL - 44 IS - 2 SP - 132 EP - 148 DO - 10.1108/00330331011039490 UR - conv_396 ER -
@article{ author = "Kovačević, Ana and Devedžić, Vladan and Pocajt, Viktor", year = "2010", abstract = "Purpose - This paper aims to address the problem of enhancing the selection of titles offered by a digital library, by analysing the differences in these titles when they are cited by local authors in their publications and when they are listed in the digital library offer. Design/methodology/approach - Text mining techniques were used to identify duplicate references. Moreover, the process of identifying syntactically different data was improved with the automated discovery of thesauri from correctly matched data, and the generated thesaurus was further used in semantic clustering. The results were effectively visually represented. Findings - The paper finds that the function based on the Jaro-Winkler algorithm may be efficiently used in the de-duplication process. A generated thesaurus that utilises domain-specific knowledge can also be used in the semantic clustering of references. It was shown that semantic clustering may be most useful in partitioning data, which is particularly significant when dealing with large amounts of data, which is usually the case. Moreover, those references that have the same or similar scores may be considered as candidate matches in the further de-duplication process. Finally, it proved to be a more efficient way of visually representing the results. Originality/value - This function can be implemented to enhance the selection of titles to be offered by a digital library, in terms of making that offer more compliant with what the library users frequently cite.", publisher = "Emerald Group Publishing Ltd, Bingley", journal = "Program-Electronic Library and Information Systems", title = "Enhancing a core journal collection for digital libraries", volume = "44", number = "2", pages = "132-148", doi = "10.1108/00330331011039490", url = "conv_396" }
Kovačević, A., Devedžić, V.,& Pocajt, V.. (2010). Enhancing a core journal collection for digital libraries. in Program-Electronic Library and Information Systems Emerald Group Publishing Ltd, Bingley., 44(2), 132-148. https://doi.org/10.1108/00330331011039490 conv_396
Kovačević A, Devedžić V, Pocajt V. Enhancing a core journal collection for digital libraries. in Program-Electronic Library and Information Systems. 2010;44(2):132-148. doi:10.1108/00330331011039490 conv_396 .
Kovačević, Ana, Devedžić, Vladan, Pocajt, Viktor, "Enhancing a core journal collection for digital libraries" in Program-Electronic Library and Information Systems, 44, no. 2 (2010):132-148, https://doi.org/10.1108/00330331011039490 ., conv_396 .