A hybrid machine-crowdsourcing system for matching web tables

Proceedings - International Conference on Data Engineering

Volumn , Issue , 2014, Pages 976-987

  Fan, Ju ^a   Lu, Meiyu ^a   Ooi, Beng Chin ^a   Tan, Wang Chiew ^b   Zhang, Meihui ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BUDGET CONTROL; KNOWLEDGE BASED SYSTEMS; SEMANTICS;

CONCEPT-BASED APPROACH; ESSENTIAL PROBLEMS; HUMAN INTELLIGENCE; KNOWLEDGE REPOSITORY; SCHEMA MATCHING; SEMANTIC CORRESPONDENCE; STRUCTURED INFORMATION; WEB DATA INTEGRATION;

SEMANTIC WEB;

EID: 84901770462     PISSN: 10844627     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDE.2014.6816716     Document Type: Conference Paper

References (26)

1. M. J. Cafarella, A. Y. Halevy, and N. Khoussainova, "Data integration for the relational web," PVLDB, vol. 2, no. 1, pp. 1090-1101, 2009.
2. M. J. Cafarella, A. Y. Halevy, D. Z. Wang, E. Wu, and Y. Zhang, "WebTables: exploring the power of tables on the web," PVLDB, vol. 1, no. 1, pp. 538-549, 2008.
3. G. Limaye, S. Sarawagi, and S. Chakrabarti, "Annotating and searching web tables using entities, types and relationships," PVLDB, vol. 3, no. 1, pp. 1338-1347, 2010.
4. R. Pimplikar and S. Sarawagi, "Answering table queries on the web using column keywords," PVLDB, vol. 5, no. 10, pp. 908-919, 2012.
5. A. D. Sarma, L. Fang, N. Gupta, A. Y. Halevy, H. Lee, F. Wu, R. Xin, and C. Yu, "Finding related tables," in SIGMOD, 2012, pp. 817-828.
6. P. Venetis, A. Y. Halevy, J. Madhavan, M. Pasca, W. Shen, F. Wu, G. Miao, and C. Wu, "Recovering semantics of tables on the web," PVLDB, vol. 4, no. 9, pp. 528-538, 2011.
7. M. Yakout, K. Ganjam, K. Chakrabarti, and S. Chaudhuri, "InfoGather: entity augmentation and attribute discovery by holistic matching with web tables," in SIGMOD, 2012, pp. 97-108.
8. P. A. Bernstein, J. Madhavan, and E. Rahm, "Generic schema matching, ten years later," PVLDB, vol. 4, no. 11, pp. 695-701, 2011.
9. E. Rahm and P. A. Bernstein, "A survey of approaches to automatic schema matching," VLDB J., vol. 10, no. 4, pp. 334-350, 2001.
10. K. D. Bollacker, C. Evans, P. Paritosh, T. Sturge, and J. Taylor, "Freebase: a collaboratively created graph database for structuring human knowledge," in SIGMOD, 2008, pp. 1247-1250.
11. F. M. Suchanek, G. Kasneci, and G. Weikum, "Yago: a core of semantic knowledge," in WWW, 2007, pp. 697-706.
12. X. Liu, M. Lu, B. C. Ooi, Y. Shen, S. Wu, and M. Zhang, "CDAS: A crowdsourcing data analytics system," PVLDB, vol. 5, no. 10, pp. 1040-1051, 2012.
13. J. Gao, X. Liu, B. C. Ooi, H. Wang, and G. Chen, "An online cost sensitive decision-making method in crowdsourcing systems," in SIGMOD Conference, 2013, pp. 217-228.
14. A. K. Elmagarmid, P. G. Ipeirotis, and V. S. Verykios, "Duplicate record detection: A survey," IEEE Trans. Knowl. Data Eng., vol. 19, no. 1, pp. 1-16, 2007.
15. ∼cdas/pdfs/crowdweb.pdf.
16. G. L. Nemhauser, L. A. Wolsey, and M. L. Fisher, "An analysis of approximations for maximizing submodular set functionsłi," Mathematical Programming, vol. 14, no. 1, pp. 265-294, 1978.
17. Metaweb Technologies, "Freebase wikipedia extraction (wex)," http://download.freebase.com/wex.
18. Google, "Freebase Data Dumps," https://developers.google.com/ freebase/data.
19. R. Gupta and S. Sarawagi, "Answering table augmentation queries from unstructured lists on the web," PVLDB, vol. 2, no. 1, pp. 289-300, 2009.
20. H. Elmeleegy, J. Madhavan, and A. Y. Halevy, "Harvesting relational tables from lists on the web," VLDBJ, vol. 20, no. 2, pp. 209-226, 2011.
21. S. Raghavan and H. Garcia-Molina, "Crawling the hidden web," in VLDB, 2001, pp. 129-138.
22. W. Wu, A. Doan, and C. T. Yu, "WebIQ: Learning from the web to match deep-web query interfaces," in ICDE, 2006, p. 44.
23. S. R. Jeffery, M. J. Franklin, and A. Y. Halevy, "Pay-as-you-go user feedback for dataspace systems," in SIGMOD, 2008, pp. 847-860.
24. M. Stonebraker, D. Bruckner, I. F. Ilyas, G. Beskales, M. Cherniack, S. B. Zdonik, A. Pagan, and S. Xu, "Data curation at scale: The data tamer system," in CIDR, 2013.
25. J. Wang, T. Kraska, M. J. Franklin, and J. Feng, "CrowdER: Crowd-sourcing entity resolution," PVLDB, vol. 5, no. 11, pp. 1483-1494, 2012.
26. S. E. Whang, P. Lofgren, and H. Garcia-Molina, "Question selection for crowd entity resolution," in PVLDB. Stanford InfoLab, August 2013.