A graph-based approach for ontology population with named entities

ACM International Conference Proceeding Series

Volumn , Issue , 2012, Pages 345-354

  Shen, Wei ^a   Wang, Jianyong ^a   Luo, Ping ^b   Wang, Min ^b  

^a TSINGHUA UNIVERSITY   (China)

^b HEWLETT PACKARD LABORATORIES   (United States)

Author keywords

entity linking; label propagation; named entity classification; ontology population

Indexed keywords

ACCURACY IMPROVEMENT; BASELINE METHODS; ENTITY LINKING; EXPERIMENTAL STUDIES; GRAPH-BASED; LABEL PROPAGATION; MANAGEMENT TECHNIQUES; NAMED ENTITIES; NAMED ENTITY CLASSIFICATION; ONTOLOGY POPULATION; RANDOM WALK; REAL-WORLD ENTITIES; SEMANTIC KNOWLEDGE; SUBTASKS; WIKIPEDIA;

KNOWLEDGE MANAGEMENT; MAPPING;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84871094240     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2396761.2396807     Document Type: Conference Paper

References (28)

1. S. Auer, C. Bizer, G. Kobilarov, J. Lehmann, and Z. Ives. Dbpedia: A nucleus for a web of open data. In ISWC'07, pages 11-15.
2. S. Baluja, R. Seth, D. Sivakumar, Y. Jing, J. Yagnik, S. Kumar, D. Ravich, and R. M. Aly. Video suggestion and discovery for youtube: Taking random walks through the view graph. In WWW'08, pages 895-904.
3. M. Banko, M. J. Cafarella, S. Soderl, M. Broadhead, and O. Etzioni. Open information extraction from the web. In IJCAI'07, pages 2670-2676.
4. R. Bunescu and M. Pasca. Using encyclopedic knowledge for named entity disambiguation. In EACL'06, pages 9-16.
5. R. L. Cilibrasi and P. M. B. Vitanyi. The google similarity distance. IEEE Trans. on Knowl. and Data Eng., 19:370-383, March 2007.
6. P. Cimiano and J. Völker. Towards Large-Scale, Open-Domain and Ontology-Based Named Entity Classification. In RANLP'05, pages 166-172.
7. S. Cucerzan. Large-scale named entity disambiguation based on wikipedia data. In EMNLP and CoNLL, pages 708-716, 2007.
8. M. Dredze, P. McNamee, D. Rao, A. Gerber, and T. Finin. Entity disambiguation for knowledge base population. In COLING'10, pages 277-285.
9. A. Ekbal, E. Sourjikova, A. Frank, and S. P. Ponzetto. Assessing the challenge of fine-grained named entity recognition and classification. In Proceedings of the 2010 Named Entities Workshop, pages 93-101, 2010.
10. O. Etzioni, M. Cafarella, D. Downey, A.-M. Popescu, T. Shaked, S. Soderland, D. S. Weld, and A. Yates. Unsupervised named-entity extraction from the web: an experimental study. Artif. Intell., 165:91-134, 2005.
11. C. Fellbaum, editor. WordNet: An Electronic Lexical Database. MIT Press, Cambridge, MA, 1998.
12. M. Fleischman and E. Hovy. Fine grained classification of named entities. In COLING'02, pages 1-7.
13. V. Ganti, A. C. König, and R. Vernica. Entity categorization over large document collections. In SIGKDD'08, pages 274-282.
14. C. Giuliano. Fine-grained classification of named entities exploiting latent semantic kernels. In CoNLL'09, pages 201-209.
15. C. Giuliano and A. Gliozzo. Instance-based ontology population exploiting named-entity substitution. In COLING'08, pages 265-272.
16. Z. Harris. Distributional structure. Word, 10(23):146-162, 1954.
17. A. McCallum and W. Li. Early results for named entity recognition with conditional random fields, feature induction and web-enhanced lexicons. In CONLL'03, pages 188-191.
18. P. McNamee, H. Simpson, and H. T. Dang. Overview of the tac 2009 knowledge base population track. In Text Analysis Conference (TAC 2009).
19. D. Milne and I. H. Witten. An effective, low-cost measure of semantic relatedness obtained from Wikipedia links. In WIKIAI'08.
20. D. Milne and I. H. Witten. Learning to link with wikipedia. In CIKM'08, pages 509-518.
21. D. Nadeau and S. Sekine. A Survey of Named Entity Recognition and Classification. Journal of Linguisticae Investigationes, 30(1):1-20, 2007.
22. W. Shen, J. Wang, P. Luo, and M. Wang. Apollo: a general framework for populating ontology with named entities via random walks on graphs. In WWW'12, pages 595-596.
23. W. Shen, J. Wang, P. Luo, and M. Wang. Liege: Link entities in web lists with knowledge base. In SIGKDD'12, pages 1424-1432.
24. W. Shen, J. Wang, P. Luo, and M. Wang. Linden: linking named entities with knowledge base via semantic knowledge. In WWW'12, pages 449-458.
25. W. Shen, J. Wang, P. Luo, M. Wang, and C. Yao. Reactor: a framework for semantic relation extraction and tagging over enterprise data. In WWW'11, pages 121-122.
26. F. M. Suchanek, G. Kasneci, and G. Weikum. Yago: A core of semantic knowledge unifying wordnet and wikipedia. In WWW'07, pages 697-706.
27. P. P. Talukdar, J. Reisinger, M. Paşca, D. Ravichandran, R. Bhagat, and F. Pereira. Weakly-supervised acquisition of labeled class instances using graph random walks. In EMNLP'08, pages 582-590.
28. H. Tanev and B. Magnini. Weakly supervised approaches for ontology population. In Proceeding of the 2008 conference on Ontology Learning and Population: Bridging the Gap between Text and Knowledge, pages 129-143.