TY - GEN
T1 - CRF-based authors' name tagging for scanned documents
AU - Ohta, Manabu
AU - Takasu, Atsuhiro
PY - 2008
Y1 - 2008
N2 - Authors' names are a critical bibliographic element when searching or browsing academic articles stored in digital libraries. Therefore, those creating metadata for digital libraries would appreciate an automatic method to extract such bibliographic data from printed documents. In this paper, we describe an automatic author name tagger for academic articles scanned with optical character recognition (OCR) mark-up. The method uses conditional random fields (CRF) for labeling the unsegmented character strings in authors' blocks as those of either an author or a delimiter. We applied the tagger to Japanese academic articles. The results of the experiments showed that it correctly labeled more than 99% of the author name strings, which compares favorably with the under 96% correct rate of our previous tagger based on a hidden Markov model (HMM).
AB - Authors' names are a critical bibliographic element when searching or browsing academic articles stored in digital libraries. Therefore, those creating metadata for digital libraries would appreciate an automatic method to extract such bibliographic data from printed documents. In this paper, we describe an automatic author name tagger for academic articles scanned with optical character recognition (OCR) mark-up. The method uses conditional random fields (CRF) for labeling the unsegmented character strings in authors' blocks as those of either an author or a delimiter. We applied the tagger to Japanese academic articles. The results of the experiments showed that it correctly labeled more than 99% of the author name strings, which compares favorably with the under 96% correct rate of our previous tagger based on a hidden Markov model (HMM).
KW - Conditional Random Fields (CRF)
KW - Digital libraries
KW - Information extraction
UR - http://www.scopus.com/inward/record.url?scp=57649219461&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=57649219461&partnerID=8YFLogxK
U2 - 10.1145/1378889.1378935
DO - 10.1145/1378889.1378935
M3 - Conference contribution
AN - SCOPUS:57649219461
SN - 9781595939982
T3 - Proceedings of the ACM International Conference on Digital Libraries
SP - 272
EP - 275
BT - JCDL'08
T2 - 8th ACM/IEEE-CS Joint Conference on Digital Libraries 2008, JCDL'08
Y2 - 16 June 2008 through 20 June 2008
ER -