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Extracting Citation Metadata from Online Publication Lists Using BLAST

  • I-Ane Huang
  • Jan-Ming Ho
  • Hung-Yu Kao
  • Wen-Chang Lin
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3056)

Abstract

Scientific research reports usually contain a list of citations on previous related works. Therefore an automatic citation tool is an essential component of a digital library of scientific literatures. Due to variations in formats, it is difficult to automatically transform semi-structured citation data into structured citations. Some digital library institutes, like ResearchIndex (CiteSeer) or OpCit, have attempted automatic citation parsing. In order to recognize metadata, e.g., authors, title, journal, etc., of a citation string, we present a new methodology based on protein sequence alignment tool. We also develop a template generating system to transform known semi-structured citation strings into protein sequences. These protein sequences are then saved as templates in a database. A new semi-structured citation string is also translated it into a protein sequence. We then use BLAST (Basic Local Alignment Search Tool), a sequence alignment tool, to match for the most similar template to the new protein sequence from the template database previously constructed. We then parse metadata of the citation string according to the template. In our experiment, 2,500 templates are generated by our template generating system. By parsing all of these 2,500 citations using our parsing system, we obtain 89% precision rate. However, using the same template database to train ParaTools, 79% precision rate is obtained. Note that the original ParaTools using its default template database, which contains about 400 templates, only obtains 30% precision rate.

Keywords

Digital Library Call Admission Control Precision Rate Citation Format Sequence Alignment Tool 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

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Copyright information

© Springer-Verlag Berlin Heidelberg 2004

Authors and Affiliations

  • I-Ane Huang
    • 1
  • Jan-Ming Ho
    • 1
  • Hung-Yu Kao
    • 1
  • Wen-Chang Lin
    • 2
  1. 1.Institute of Information ScienceAcademia SinicaTaiwan
  2. 2.Institute of Biomedical SciencesAcademia SinicaTaiwan

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