A probabilistic model for linking named entities in Web text with heterogeneous information networks

Proceedings of the ACM SIGMOD International Conference on Management of Data

Volumn , Issue , 2014, Pages 1199-1210

  Shen, Wei ^a   Han, Jiawei ^b   Wang, Jianyong ^a  

^a TSINGHUA UNIVERSITY   (China)

^b University of Illinois at Urbana Champaign   (United States)

Author keywords

Domainspecific entity linking; Entity linking; Heterogeneous information networks

Indexed keywords

ALGORITHMS; ITERATIVE METHODS; NATURAL LANGUAGE PROCESSING SYSTEMS;

DOMAIN SPECIFIC; EFFECTIVENESS AND EFFICIENCIES; ENTITY LINKING; EXPECTATION-MAXIMIZATION ALGORITHMS; HETEROGENEOUS INFORMATION; PROBABILISTIC MODELING; RELATEDNESS MEASURES; SOCIAL MEDIA NETWORKS;

INFORMATION SERVICES;

EID: 84904287614     PISSN: 07308078     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2588555.2593676     Document Type: Conference Paper

References (30)

1. L. Bottou and O. Bousquet. The tradeoffs of large scale learning. In NIPS, pages 161-168, 2008.
2. S. Brin and L. Page. The anatomy of a large-scale hypertextual web search engine. In WWW, pages 107-117, 1998.
3. R. Bunescu and M. Pasca. Using Encyclopedic Knowledge for Named Entity Disambiguation. In EACL, pages 9-16, 2006.
4. S. Cucerzan. Large-Scale Named Entity Disambiguation Based on Wikipedia Data. In EMNLP-CoNLL, pages 708-716.
5. N. Dalvi, R. Kumar, and B. Pang. Object matching in tweets with spatial models. In WSDM, pages 43-52, 2012.
6. O. Deshpande, D. S. Lamba, M. Tourn, S. Das, S. Subramaniam, A. Rajaraman, V. Harinarayan, and A. Doan. Building, maintaining, and using knowledge bases: A report from the trenches. In SIGMOD, pages 1209-1220, 2013.
7. M. Dredze, P. McNamee, D. Rao, A. Gerber, and T. Finin. Entity disambiguation for knowledge base population. In Proceedings of the 23rd International Conference on Computational Linguistics, pages 277-285, 2010.
8. A. A. Ferreira, M. A. Gonçalves, and A. H. Laender. A brief survey of automatic methods for author name disambiguation. SIGMOD Rec., 41(2):15-26, 2012.
9. T. L. Griffiths and M. Steyvers. Finding scientific topics. National Academy of Sciences, 101, 2004.
10. X. Han and L. Sun. A generative entity-mention model for linking entities with knowledge base. In ACL, 2011.
11. J. Hoffart, M. A. Yosef, I. Bordino, H. Fürstenau, M. Pinkal, M. Spaniol, B. Taneva, S. Thater, and G. Weikum. Robust disambiguation of named entities in text. In EMNLP, 2011.
12. H. Ji and R. Grishman. Knowledge base population: successful approaches and challenges. In ACL, pages 1148-1158, 2011.
13. P. Kanani, A. McCallum, and C. Pal. Improving author coreference by resource-bounded information gathering from the web. In IJCAI, pages 429-434, 2007.
14. S. Kulkarni, A. Singh, G. Ramakrishnan, and S. Chakrabarti. Collective annotation of wikipedia entities in web text. In SIGKDD, pages 457-466, 2009.
15. N. Lao and W. W. Cohen. Relational retrieval using a combination of path-constrained random walks. Mach. Learn., 81(1):53-67, Oct. 2010.
16. M. Ley. Dblp: some lessons learned. Proc. VLDB Endow., 2(2):1493-1500, Aug. 2009.
17. P. Li, X. L. Dong, A. Maurino, and D. Srivastava. Linking temporal records. Proceedings of the VLDB Endowment, 4(11):956-967, Aug. 2011.
18. C. D. Manning, P. Raghavan, and H. Schütze, editors. An Introduction to Information Retrieval. Cambridge University Press, 2009.
19. D. Milne and I. H. Witten. An effective, low-cost measure of semantic relatedness obtained from Wikipedia links. In WIKIAI, 2008.
20. P. Pantel and A. Fuxman. Jigs and lures: associating web queries with structured entities. In ACL, pages 83-92, 2011.
21. L. Ratinov, D. Roth, D. Downey, and M. Anderson. Local and global algorithms for disambiguation to wikipedia. In ACL,2011.
22. W. Shen, J. Wang, P. Luo, and M. Wang. Liege: Link entities in web lists with knowledge base. In SIGKDD, pages 1424-1432, 2012.
23. W. Shen, J. Wang, P. Luo, and M. Wang. Linden: linking named entities with knowledge base via semantic knowledge. In WWW, pages 449-458, 2012.
24. W. Shen, J. Wang, P. Luo, and M. Wang. Linking named entities in tweets with knowledge base via user interest modeling. In SIGKDD, pages 68-76, 2013.
25. L. Shu, B. Long, and W. Meng. A latent topic model for complete entity resolution. In ICDE, pages 880-891, 2009.
26. F. Suchanek, G. Kasneci, and G. Weikum. Yago: A core of semantic knowledge unifying wordnet and wikipedia. In WWW, pages 697-706, 2007.
27. Y. Sun, J. Han, X. Yan, P. S. Yu, and T. Wu. Pathsim: Meta path-based top-k similarity search in heterogeneous information networks. In VLDB'11.
28. Y. Sun, B. Norick, J. Han, X. Yan, P. S. Yu, and X. Yu. Integrating meta-path selection with user-guided object clustering in heterogeneous information networks. In SIGKDD, 2012.
29. X. Wang, J. Tang, H. Cheng, and P. S. Yu. Adana: Active name disambiguation. In ICDM, pages 794-803, 2011.
30. X. Yin, J. Han, and P. S. Yu. Object distinction: Distinguishing objects with identical names. In ICDE, 2007.