Incremental unsupervised name disambiguation in cleaned digital libraries.

Simple item page
dc.contributor.authorCarvalho, Ana Paula de
dc.contributor.authorFerreira, Anderson Almeida
dc.contributor.authorLaender, Alberto Henrique Frade
dc.contributor.authorGonçalves, Marcos André
dc.date.accessioned2012-10-22T19:11:20Z
dc.date.available2012-10-22T19:11:20Z
dc.date.issued2011
dc.description.abstractName ambiguity in the context of bibliographic citation sisone of t h e hardest problems currently faced by the Digital Library ( DL) community. Here we deal with the problem of disambiguating new citations records insertedint o a cleaned DL, without the need t process the whole collection , which is usually necessary for un supervised methods. Although supervised solutions can deal with this situation , there is the costly burden of generating training data besides the fact that these methods cannot and le well the insertion of record s of new author not already existent in the repository. I n t h is article, we propose a new unsupervised method that identifies the correct author sof the new citation records to be inserted in a DL. The method is based on heuristics that are also used to identify whet her the new record s belong to authors already in t h e digital library or not , correctly identifying new authors in most cases. Our experiment al evaluation , using synthetic an d real data sets, shows gains of u p t o 19% when compared to a state- of- t h e- art method without the cost of having to disambiguate the whole DL at each new load ( as d on e by u n supervised methods) or the need for any train in g ( as d on e by supervised methods) .pt_BR
dc.identifier.citationCARVALHO, A. P. de et al. Incremental un supervised name disambiguation in cleaned digital libraries. Journal of Information and Data Management, v. 2, n. 3, p. 289-304, 2011. Disponível em: <http://seer.lcc.ufmg.br/index.php/jidm/article/viewFile/151/88>. Acesso em: 22 out. 2012pt_BR
dc.identifier.issn21666288
dc.identifier.urihttp://www.repositorio.ufop.br/handle/123456789/1730
dc.language.isoen_USpt_BR
dc.rights.licensePermission to copy without fee all or part of the material printed in JIDM is granted provided that the copies are not made or distributed for commercial advantage, and that notice is given that copying is by permission of the Sociedade Brasileira de Computação. Fonte: o próprio artigo.
dc.subjectBibliographic citationpt_BR
dc.subjectDigital librarypt_BR
dc.subjectName librariespt_BR
dc.titleIncremental unsupervised name disambiguation in cleaned digital libraries.pt_BR
dc.typeArtigo publicado em periodicopt_BR
Files
Original bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
ARTIGO_IncrementalUnsupervisedName.pdf
Size:
315.65 KB
Format:
Adobe Portable Document Format
Download
License bundle
Now showing 1 - 1 of 1
No Thumbnail Available
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed upon to submission
Description:
Download
Collections
DECOM - Artigos publicados em periódicos