Weakly supervised user profile extraction from twitter

52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014 - Proceedings of the Conference

Volumn 1, Issue , 2014, Pages 165-174

  Li, Jiwei ^a   Ritter, Alan ^a   Hovy, Eduard ^a  

^a Carnegie Mellon University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS;

ACCURATE PREDICTION; ATTRIBUTE EXTRACTION; DISTANT SOURCE; GOLD STANDARDS; LINGUISTIC FEATURES; NETWORK INFORMATION; SOCIAL MEDIA WEBSITES; USER-GENERATED;

SOCIAL NETWORKING (ONLINE);

EID: 84906926393     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3115/v1/p14-1016     Document Type: Conference Paper

References (29)

1. Faiyaz Zamal, Wendy Liu, and Derek Ruths. 2012. Homophily and latent attribute inference: Inferring latent attributes of twitter users from neighbors. In ICWSM.
2. Edward Benson, Aria Haghighi, and Regina Barzilay. 2011. Event discovery in social media feeds. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies-Volume 1, pages 389-398. Association for Computational Linguistics.
3. Sergey Brin. 1999. Extracting patterns and relations from the world wide web. In The World Wide Web and Databases.
4. Morgane Ciot, Morgan Sonderegger, and Derek Ruths. 2013. Gender inference of twitter users in nonenglish contexts. In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, Seattle, Wash, pages 18-21.
5. Michael Conover, Jacob Ratkiewicz, Matthew Francisco, Bruno Gonçalves, Filippo Menczer, and Alessandro Flammini. 2011. Political polarization on twitter. In ICWSM.
6. Mark Craven and Johan Kumlien 1999. Constructing biological knowledge bases by extracting information from text sources. In ISMB, volume 1999, pages 77-86.
7. Alec Go, Richa Bhayani, and Lei Huang. 2009. Twitter sentiment classification using distant supervision. CS224N Project Report, Stanford, pages 1-12.
8. Ido Guy, Naama Zwerdling, Inbal Ronen, David Carmel, and Erel Uziel. 2010. Social media recommendation based on people and tags. In Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval, pages 194-201. ACM.
9. Raphael Hoffmann, Congle Zhang, Xiao Ling, Luke S Zettlemoyer, and Daniel SWeld. 2011. Knowledgebased weak supervision for information extraction of overlapping relations. In ACL, pages 541-550.
10. Jiwei Li and Claire Cardie. 2013. Timeline generation: Tracking individuals on twitter. Proceedings of the 23rd international conference on World wide web.
11. Percy Liang, Hal Daumé III, and Dan Klein. 2008. Structure compilation: trading structure for features. In Proceedings of the 25th international conference on Machine learning.
12. Wendy Liu and Derek Ruths. 2013. Whats in a name? using first names as features for gender inference in twitter. In 2013 AAAI Spring Symposium Series.
13. Wendy Liu, Faiyaz Zamal, and Derek Ruths. 2012. Using social media to infer gender composition of commuter populations. In Proceedings of the When the City Meets the Citizen Workshop, the International Conference on Weblogs and Social Media.
14. Miller McPherson, Lynn Smith-Lovin, and James M Cook. 2001. Birds of a feather: Homophily in social networks. Annual review of sociology, pages 415-444.
15. Mike Mintz, Steven Bills, Rion Snow, and Dan Jurafsky. 2009. Distant supervision for relation extraction without labeled data. In Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2-Volume 2, pages 1003-1011. Association for Computational Linguistics.
16. Alan Mislove, Bimal Viswanath, Krishna Gummadi, and Peter Druschel. 2010. You are who you know: inferring user profiles in online social networks. In Proceedings of the third ACM international conference on Web search and data mining, pages 251-260. ACM.
17. Olutobi Owoputi, Brendan OConnor, Chris Dyer, Kevin Gimpel, Nathan Schneider, and Noah A Smith. 2013. Improved part-of-speech tagging for online conversational text with word clusters. In Proceedings of NAACL-HLT, pages 380-390.
18. Marco Pennacchiotti and Ana Popescu. 2011. A machine learning approach to twitter user classification. In ICWSM.
19. Karthik Raghunathan, Heeyoung Lee, Sudarshan Rangarajan, Nathanael Chambers, Mihai Surdeanu, Dan Jurafsky, and Christopher Manning. 2010. A multipass sieve for coreference resolution. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing.
20. Delip Rao and David Yarowsky. 2010. Detecting latent user properties in social media. In Proc. of the NIPS MLSN Workshop.
21. Delip Rao, David Yarowsky, Abhishek Shreevats, and Manaswi Gupta. 2010. Classifying latent user attributes in twitter. In Proceedings of the 2nd international workshop on Search and mining usergenerated contents, pages 37-44. ACM.
22. Delip Rao, Michael Paul, Clayton Fink, David Yarowsky, Timothy Oates, and Glen Coppersmith. 2011. Hierarchical bayesian models for latent attribute detection in social media. In ICWSM.
23. Haibin Liu, Michael Wall, Karin Verspoor, et al. 2012. Literature mining of protein-residue associations with graph rules learned through distant supervision. Journal of biomedical semantics, 3(Suppl 3):S2.
24. Alan Ritter, Sam Clark, Mausam, Oren Etzioni, et al. 2011. Named entity recognition in tweets: an experimental study. In Proceedings of the Conference on Empirical Methods in Natural Language Processing, pages 1524-1534. Association for Computational Linguistics.
25. Alan Ritter, Luke Zettlemoyer, Mausam, and Oren Etzioni. 2013. Modeling missing data in distant supervision for information extraction.
26. Mihai Surdeanu, Julie Tibshirani, Ramesh Nallapati, and Christopher Manning. 2012. Multi-instance multi-label learning for relation extraction. In Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, pages 455-465. Association for Computational Linguistics.
27. Shingo Takamatsu, Issei Sato, and Hiroshi Nakagawa. 2012. Reducing wrong labels in distant supervision for relation extraction. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers-Volume 1, pages 721-729. Association for Computational Linguistics.
28. Fei Wu and Daniel S Weld. 2007. Autonomously semantifying wikipedia. In Proceedings of the sixteenth ACM conference on Conference on information and knowledge management, pages 41-50. ACM.
29. Jaewon Yang and Jure Leskovec. 2013. Overlapping community detection at scale: A nonnegative matrix factorization approach. In Proceedings of the sixth ACM international conference on Web search and data mining, pages 587-596. ACM.