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Article

Bibliographic attribute extraction from erroneous references based on a statistical model

Author:

Atsuhiro TakasuAuthors Info & Claims

JCDL '03: Proceedings of the 3rd ACM/IEEE-CS joint conference on Digital libraries

Pages 49 - 60

Published: 27 May 2003 Publication History

Abstract

In this paper, we propose a method for extracting bibliographic attributes from reference strings captured using Optical Character Recognition (OCR) and an extended hidden Markov model. Bibliographic attribute extraction can be used in two ways. One is reference parsing in which attribute values are extracted from OCR-processed references for bibliographic matching. The other is reference alignment in which attribute values are aligned to the bibliographic record to enrich the vocabulary of the bibliographic database. In this paper, we first propose a statistical model for attribute extraction that represents both the syntactical structure of references and OCR error patterns. Then, we perform experiments using bibliographic references obtained from scanned images of papers in journals and transactions and show that useful attribute values are extracted from OCR-processed references. We also show that the proposed model has advantages in reducing the cost of preparing training data, a critical problem in rule-based systems.

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Cited By

Gao LQi XTang ZLin XLiu YBoughida KHoward BNelson MVan de Sompel HSølvberg I(2012)Web-based citation parsing, correction and augmentationProceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries10.1145/2232817.2232872(295-304)Online publication date: 10-Jun-2012
https://dl.acm.org/doi/10.1145/2232817.2232872
Sautter GBöhm K(2012)Improved bibliographic reference parsing based on repeated patternsProceedings of the Second international conference on Theory and Practice of Digital Libraries10.1007/978-3-642-33290-6_40(370-382)Online publication date: 23-Sep-2012
https://dl.acm.org/doi/10.1007/978-3-642-33290-6_40
Masada TTakasu AShibata YOguri K(2011)Semi-supervised bibliographic element segmentation with latent permutationsProceedings of the 13th international conference on Asia-pacific digital libraries: for cultural heritage, knowledge dissemination, and future creation10.5555/2075271.2075285(60-69)Online publication date: 24-Oct-2011
https://dl.acm.org/doi/10.5555/2075271.2075285
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Information & Contributors

Information

Published In

cover image ACM Conferences

JCDL '03: Proceedings of the 3rd ACM/IEEE-CS joint conference on Digital libraries

May 2003

393 pages

ISBN:0769519393

Conference Chair:
Lois Delcambre
Oregon Health & Science University
,
General Chair:
Geneva Henry
Rice University
,
Program Chair:
Catherine C. Marshall
Microsoft Corporation

Sponsors

SIGWEB: ACM Special Interest Group on Hypertext, Hypermedia, and Web
SIGIR: ACM Special Interest Group on Information Retrieval
IEEE Technical Committee on Digital Libraries (TC DL)

Publisher

IEEE Computer Society

United States

Publication History

Published: 27 May 2003

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JCDL03

Sponsor:

JCDL03: Joint Conference on Digital Libraries 2003

May 27 - 31, 2003

Texas, Houston

Acceptance Rates

JCDL '03 Paper Acceptance Rate 54 of 216 submissions, 25%;

Overall Acceptance Rate 415 of 1,482 submissions, 28%

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Cited By

Gao LQi XTang ZLin XLiu YBoughida KHoward BNelson MVan de Sompel HSølvberg I(2012)Web-based citation parsing, correction and augmentationProceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries10.1145/2232817.2232872(295-304)Online publication date: 10-Jun-2012
https://dl.acm.org/doi/10.1145/2232817.2232872
Sautter GBöhm K(2012)Improved bibliographic reference parsing based on repeated patternsProceedings of the Second international conference on Theory and Practice of Digital Libraries10.1007/978-3-642-33290-6_40(370-382)Online publication date: 23-Sep-2012
https://dl.acm.org/doi/10.1007/978-3-642-33290-6_40
Masada TTakasu AShibata YOguri K(2011)Semi-supervised bibliographic element segmentation with latent permutationsProceedings of the 13th international conference on Asia-pacific digital libraries: for cultural heritage, knowledge dissemination, and future creation10.5555/2075271.2075285(60-69)Online publication date: 24-Oct-2011
https://dl.acm.org/doi/10.5555/2075271.2075285
Masada T(2011)Unsupervised Segmentation of Bibliographic Elements with Latent PermutationsInternational Journal of Organizational and Collective Intelligence10.4018/joci.20110401042:2(49-62)Online publication date: 1-Apr-2011
https://dl.acm.org/doi/10.4018/joci.2011040104
Masada TShibata YOguri K(2010)Unsupervised segmentation of bibliographic elements with latent permutationsProceedings of the 2010 international conference on Web information systems engineering10.5555/2044492.2044517(254-267)Online publication date: 12-Dec-2010
https://dl.acm.org/doi/10.5555/2044492.2044517
Kan MLuong MNguyen T(2010)Logical Structure Recovery in Scholarly Articles with Rich Document FeaturesInternational Journal of Digital Library Systems10.4018/jdls.20101001011:4(1-23)Online publication date: 1-Oct-2010
https://dl.acm.org/doi/10.4018/jdls.2010100101
Mahdi AJoorabchi A(2010)A citation-based approach to automatic topical indexing of scientific literatureJournal of Information Science10.1177/016555151038808036:6(798-811)Online publication date: 1-Dec-2010
https://dl.acm.org/doi/10.1177/0165551510388080
Ohta MHachiki TTakasu A(2009)Using web resources for support of online-browsing of research papersProceedings of the 10th IEEE international conference on Information Reuse & Integration10.5555/1689250.1689313(348-353)Online publication date: 10-Aug-2009
https://dl.acm.org/doi/10.5555/1689250.1689313
Gao LTang ZLin XHeath FRice-Lively MFuruta R(2009)CEBBIPProceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries10.1145/1555400.1555412(73-76)Online publication date: 15-Jun-2009
https://dl.acm.org/doi/10.1145/1555400.1555412
Heidorn PWei QDekkers MNeuroth H(2008)Automatic metadata extraction from museum specimen labelsProceedings of the 2008 International Conference on Dublin Core and Metadata Applications10.5555/1503418.1503425(57-68)Online publication date: 22-Sep-2008
https://dl.acm.org/doi/10.5555/1503418.1503425
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