Ideological perspective detection using semantic features

Proceedings of the 4th Joint Conference on Lexical and Computational Semantics, *SEM 2015

Volumn , Issue , 2015, Pages 137-146

  Elfardy, Heba ^a   Diab, Mona ^b   Callison Burch, Chris ^c  

^a Columbia University ^*  (United States)

^b GEORGE WASHINGTON UNIVERSITY   (United States)

^c UNIVERSITY OF PENNSYLVANIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

NATURAL LANGUAGE PROCESSING SYSTEMS;

AMAZON MECHANICAL TURKS; CLASSIFICATION SYSTEM; LATENT SEMANTICS; NATIONAL ELECTIONS; OPEN-ENDED QUESTIONS; PRESIDENTIAL CANDIDATES; SEMANTIC FEATURES; WORD SENSE DISAMBIGUATION;

SEMANTICS;

EID: 85035780890     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.18653/v1/s15-1015     Document Type: Conference Paper

References (21)

1. Amjad Abu-Jbara, Mona Diab, Pradeep Dasigi, and Dragomir Radev. 2012. Subgroup detection in ideological discussions. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers-Volume 1, pages 399-409. Association for Computational Linguistics.
2. Amr Ahmed and Eric P Xing. 2010. Staying informed: supervised and semi-supervised multi-view topical analysis of ideological perspective. In Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pages 1140-1150. Association for Computational Linguistics.
3. Khalid Al Khatib, Hinrich Schütze, and Cathleen Kantner. 2012. Automatic detection of point of view differences in wikipedia. In COLING, pages 33-50.
4. Satanjeev Banerjee and Ted Pedersen. 2002. An adapted lesk algorithm for word sense disambiguation using wordnet. In Computational linguistics and intelligent text processing, pages 136-145. Springer.
5. David M Blei, Andrew Y Ng, and Michael I Jordan. 2003. Latent dirichlet allocation. The Journal of machine Learning research, 3: 993-1022.
6. Pradeep Dasigi, Weiwei Guo, and Mona Diab. 2012. Genre independent subgroup detection in online discussion threads: A pilot study of implicit attitude using latent textual semantics. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers-Volume 2, pages 65-69. Association for Computational Linguistics.
7. Robert M Entman. 1993. Framing: Toward clarification of a fractured paradigm. Journal of communication, 43(4): 51-58.
8. Weiwei Guo and Mona Diab. 2012. Modeling sentences in the latent space. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers-Volume 1, pages 864-872. Association for Computational Linguistics.
9. Mark Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, and Ian HWitten. 2009. The weka data mining software: An update. ACM SIGKDD Explorations Newsletter, 11(1): 10-18.
10. Kazi Saidul Hasan and Vincent Ng. 2012. Predicting stance in ideological debate with rich linguistic knowledge. In Proceedings of the 24th International Conference on Computational Linguistics.
11. Kazi Saidul Hasan and Vincent Ng. 2013. Extralinguistic constraints on stance recognition in ideological debates. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics. Association for Computational Linguistics.
12. Beata Beigman Klebanov, Eyal Beigman, and Daniel Diermeier. 2010. Vocabulary choice as an indicator of perspective. In ACL, pages 253-257. Association for Computational Linguistics.
13. Wei-Hao Lin, Theresa Wilson, Janyce Wiebe, and Alexander Hauptmann. 2006. Which side are you on: identifying perspectives at the document and sentence levels. In Proceedings of the Tenth Conference on Computational Natural Language Learning, pages 109-116. Association for Computational Linguistics.
14. Andrew Kachites McCallum. 2002. Mallet: A machine learning for language toolkit. http: //mallet. cs. umass. edu.
15. George A Miller. 1995. Wordnet: A lexical database for english. Communications of the ACM, 38(11): 39-41.
16. Siddharth Patwardhan, Satanjeev Banerjee, and Ted Pedersen. 2005. Senserelate: : Targetword: A generalized framework for word sense disambiguation. In Proceedings of the ACL 2005 on Interactive poster and demonstration sessions, pages 73-76. Association for Computational Linguistics.
17. Ted Pedersen, Siddharth Patwardhan, and Jason Michelizzi. 2004. Wordnet: : Similarity: measuring the relatedness of concepts. In Demonstration Papers at HLTNAACL 2004. Association for Computational Linguistics.
18. John C. Platt. 1998. Sequential minimal optimization: A fast algorithm for training support vector machines. Technical Report MSR-TR-98-14, Microsoft Research.
19. Swapna Somasundaran and Janyce Wiebe. 2010. Recognizing stances in ideological online debates. In Proceedings of the NAACL HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text, pages 116-124. Association for Computational Linguistics.
20. Teun A Van Dijk. 1998. Ideology: A multidisciplinary approach. Sage.
21. Tae Yano, Philip Resnik, and Noah A Smith. 2010. Shedding (a thousand points of) light on biased language. In Proceedings of the NAACL HLT 2010 Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk, pages 152-158. Association for Computational Linguistics.