Extraction of references using layout and formatting information from scientific articles

D-Lib Magazine

Volumn 19, Issue 9-10, 2013, Pages

  Kern, Roman ^a   Klampfl, Stefan ^b  

^a GRAZ UNIVERSITY OF TECHNOLOGY   (Austria)

^b KNOW CENTER   (Austria)

Author keywords

Content analysis and indexing; Meta data extraction; Natural language processing; Supervised machine learning; Text analysis

Indexed keywords

EID: 84886305602     PISSN: None     EISSN: 10829873     Source Type: Journal    
DOI: 10.1045/september2013-kern     Document Type: Article

References (14)

1. M. Aiello, C. Monz, L. Todoran, and M. Worring. Document understanding for a broad class of documents. International Journal on Document Analysis and Recognition, 5(1):1-16, 2002.
2. A. L. Berger, V. J. D. Pietra, and S. A. D. Pietra. A Maximum Entropy Approach to Natural Language Processing. Computational Linguistics, 22(1):39-71, 1996.
3. E. Cortez, A. S. da Silva, M. A. Goncalves, F. Mesquita, and E. S. de Moura. FLUX-CIM: flexible unsupervised extraction of citation metadata. In JCDL '07: Proceedings of the 2007 Conference on Digital Libraries, pages 215-224, 2007. http://doi.org/10.1145/1255175.1255219
4. I. G. Councill, C. L. Giles, and M.-y. Kan. ParsCit: An open-source CRF Reference String Parsing Package. In N. Calzolari, K. Choukri, B. Maegaard, J. Mariani, J. Odjik, S. Piperidis, and D. Tapias, editors, Proceedings of LREC, volume 2008, pages 661-667. Citeseer, European Language Resources Association (ELRA), 2008.
5. C. Giles, K. Bollacker, and S. Lawrence. CiteSeer: An automatic citation indexing system. In Proceedings of the third ACM conference on Digital Libraries, pages 89-98, 1998. http://doi.org/10.1145/276675.276685
6. M. Granitzer, M. Hristakeva, R. Knight, K. Jack, and R. Kern. A Comparison of Layout based Bibliographic Metadata Extraction Techniques. In WIMS'12 - International Conference on Web Intelligence, Mining and Semantics, pages 19:1-19:8. ACM New York, NY, USA, 2012. http://doi.org/10.1145/2254129.2254154
7. I.-a. Huang, J. Ho, H. Kao, and W. Lin. Extracting citation metadata from online publication lists using BLAST. In Proc. of the 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining, 2004. http://doi.org/10.1007/978-3-540-24775-3_64
8. R. Kern, K. Jack, M. Hristakeva, and M. Granitzer. TeamBeam - Meta-Data Extraction from Scientific Literature. D-Lib Magazine, Vol. 18, No. 7/8, 2012. http://doi.org/10.1045/july2012-kern
9. J. Lafferty, A. Mccallum, F. Pereira, and I. Science. Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data. In Proceedings of the International Conference on Machine Learning (ICML-2001), 2001.
10. X. Lin. Header and Footer Extraction by Page Association. Proceedings of SPIE, 5010:164-171, 2002. http://doi.org/10.1117/12.472833
11. M.-T. Luong, T. D. Nguyen, and M.-Y. Kan. Logical structure recovery in scholarly articles with rich document features. International Journal of Digital Library Systems, 1(4):1-23, Jan. 2011. http://doi.org/10.4018/jdls.2010100101
12. F. Peng and A. McCallum. Accurate Information Extraction from Research Papers using Conditional Random Fields. In HLTNAACL04, volume 2004, pages 329-336, 2004.
13. A. Ratnaparkhi. Maximum Entropy Models for Natural Langual Ambiguity Resolution. PhD thesis, 1998.
14. K. Seymore, A. McCallum, and R. Rosenfeld. Learning Hidden Markov Model Structure for Information Extraction. In AAAI 99 Workshop on Machine Learning for Information Extraction, pages 37-42, 1999.