Webpage understanding: An integrated approach

Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Volumn , Issue , 2007, Pages 903-912

  Zhu, Jun ^a   Zhang, Bo ^a   Nie, Zaiqing ^b   Wen, Ji Rong ^b   Hon, Hsiao Wuen ^b  

^a TSINGHUA UNIVERSITY   (China)

^b MICROSOFT RESEARCH ASIA   (China)

Author keywords

Conditional random fields; Text processing; Webpage understanding

Indexed keywords

DATA MINING; HTML; NATURAL LANGUAGE PROCESSING SYSTEMS; PROBLEM SOLVING; TEXT PROCESSING;

CONDITIONAL RANDOM FIELDS; TAG-TREE STRUCTURES; WEBPAGE UNDERSTANDING;

WEBSITES;

EID: 36849066312     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1281192.1281288     Document Type: Conference Paper

References (29)

1. A. Arasu and H. Garcia-Molina. Extracting Structured Data from Webpages. Proc. of SIGMOD, 2003.
2. V. Borkar, K. Deshmukh and S. Sarawagi. Automatic segmentation of text into structured records. Proc. of SIGMOD, 2001.
3. M. E. Califf and R. J. Mooney. Bottom-up relational learning of pattern matching rules for information extraction. Journal of Machine Learning Research, 2004.
4. C.-H. Chang and S.-L. Liu. IEPAD: Information Extraction Based on Pattern Discovery. Proc. of WWW, 2001.
5. W. W. Cohen and S. Sarawagi. Exploiting Dictionaries in Named Entity Extraction: Combining Semi-Markov Extraction Processes and Data Integration Methods. Proc. of SIGKDD, 2004.
6. V. Crescenzi, G. Mecca and P. Merialdo. ROADRUNNER: Towards Automatic Data Extraction from Large Web Sites. Proc. of VLDB, 2001.
7. B. Crysmann, A. Frank, B. Kiefer, S. Muller, G. Neumann, J. Piskorski, U. Schafer, M. Siegel, H. Uszkoreit, F. Xu, M. Becher and H-U. Krieger. An Integrated Architecture for Shallow and Deep Processing. Proc. of ACL, 2004.
8. D. W. Embley, Y. Jiang and Y.-K. Ng. Record-Boundary Discovery in Web Documents. Proc. of SIGMOD, 1999.
9. D. DiPasquo. Using HTML Formatting to Aid in Natural Language Processing on the World Wide Web. Senior Honors Thesis, Carnegie Mellon University, 1998.
10. T. Duong, H. Bui, D. Phung and S. Venkatesh. Activity Recognition and Abnormality Detection with the Switching Hidden Semi-Markov Model. Proc. of CVPR, 2005.
11. D. Freitag. Information Extraction from HTML: Application of a General Machine Learning Approach. Proc. of AAAI, 1998.
12. C Jacquemin and C Bush. Combining Lexical and Formatting Cues for Named Entity Acquisition from the Web. Proc. of the Joint SIGDAT conference on Empirical methods in natural language processing and very large corpora, 2000.
13. F. V. Jensen, S. L. Lauritzen and K. G. Olesen. Bayesian updating in causal probabilistic networks by local computation. Computational Statistics Quarterly, 4:269-82, 1990.
14. N. Kushmerick. Wrapper induction: efficiency and expressiveness. Artificial Intelligence, 118:15-68, 2000.
15. J. Lafferty, A. McCallum and F. Pereira. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. Proc. of ICML, 2001.
16. K. Lerman, L. Getoor, S. Minton and C Knoblock. Using the Structure of Web Sites for Automatic Segmentation of Tables. Proc. of SIGMOD, 2004.
17. K. Lerman, S. Minton and C Knoblock. Wrapper maintenance: A machine learning approach. Journal of Artificial Intelligence Research, 18:149-181, 2003.
18. C. Manning and H. Schutze. Foundations of Statistical Natural Language Processing. The MIT Press Cambridge, MA, May, 1999.
19. D. Phung, T. Duong, S. Venkatesh and H. Bui. Topic Transition Detection Using Hierarchical Hidden Markov and Semi-Markov Models. Proc. of MM, 2005.
20. S. Sarawagi and W. W. Cohen. Semi-Markov Conditional Random Fields for Information Extraction. Proc. of NIPS, 2004.
21. S. Sarawagi. Efficient Inference on Sequence Segmentation Models. Proc. of ICML, 2006.
22. S. Soderland. Learning to Extract Text-based Information from the World Wide Web. Proc. of SIGKDD, 1997.
23. S. Soderland. Learning Information Extraction Rules for Semi-structured and Free Text. Journal of Machine Learning, 1999.
24. F. Suchanek, G. Ifrim and G. Weikum. Combining Linguistic and Statistical Analysis to Extract Relations from Web Documents. Proc. of SIGKDD, 2006.
25. T. Yoshimasa and T. Jun'ichi. Chunk Parsing Revisited. Proc. of the 9th International Workshop on Parsing Technologies, 2005.
26. Y. Zhai and B. Liu. Web Data Extraction Based on Partial Tree Alignment. Proc. of WWW, 2005.
27. H. Zhao, W. Meng, Z. Wu, V. Raghavan and C. Yu. Fully Automatic Wrapper Generation for Search Engines. Proc. of WWW, 2005.
28. J. Zhu, Z. Nie, J.-R. Wen, B. Zhang and W.-Y. Ma. 2D Conditional Random Fields for Web Information Extraction. Proc. of ICML, 2005.
29. J. Zhu, Z. Nie, J.-R. Wen, B. Zhang and W.-Y. Ma. Simultaneous Record Detection and Attribute Labeling in Web Data Extraction. Proc. of SIGKDD, 2006.