skyex: an R Package for Entity Linkage

Research output: Contribution to book/anthology/report/conference proceedingArticle in proceedingResearchpeer-review

1 Citation (Scopus)

Abstract

As the data is becoming bigger, more heterogeneous, and originating from different sources, the availability of the same information in different forms leads to various entity linkage problems. We demonstrate our skyex package, an R package that supports all three steps of entity linkage: blocking, pairwise comparison, and labeling. Thus, the user can solve the whole process using skyex, but not necessarily; the skyex modules are independent, meaning that the user can easily integrate them with other packages or even other environments. Additionally, we are the first to provide the implementation of two skyline-based algorithms (SkyEx-F and SkyEx-D) that can label the compared pairs without the need for weights, scoring functions, etc. skyex supports the typical workflow of entity linkage, using minimalist, user- friendly function calls.
Original languageEnglish
Title of host publicationAdvances in Database Technology - EDBT 2020 : 23rd International Conference on Extending Database Technology, Proceedings
EditorsAngela Bonifati, Yongluan Zhou, Marcos Antonio Vaz Salles, Alexander Bohm, Dan Olteanu, George Fletcher, Arijit Khan, Bin Yang
Number of pages4
PublisherOpenProceedings.org
Publication date30 Mar 2020
Pages587-590
ISBN (Print)978-3-89318-083-7
ISBN (Electronic)9783893180837
DOIs
Publication statusPublished - 30 Mar 2020
EventInternational Conference on Extending Database Technology - København, Denmark
Duration: 30 Mar 20202 Apr 2020

Conference

ConferenceInternational Conference on Extending Database Technology
Country/TerritoryDenmark
CityKøbenhavn
Period30/03/202002/04/2020
SeriesAdvances in Database Technology
ISSN2367-2005

Keywords

  • entity linkage
  • analysis
  • labeling
  • pairwise comparison
  • blocking
  • R package

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