Explicit and implicit syntactic features for text classification

ACL 2013 - 51st Annual Meeting of the Association for Computational Linguistics, Proceedings of the Conference

Volumn 2, Issue , 2013, Pages 866-872

  Post, Matt ^a   Bergsma, Shane ^a  

^a Johns Hopkins University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL LINGUISTICS; SYNTACTICS; TEXT PROCESSING;

ORDERS OF MAGNITUDE; SYNTACTIC FEATURES; TEXT CLASSIFICATION; TREE KERNELS;

FORESTRY;

CLASSIFICATION; INFORMATION RETRIEVAL;

EID: 84887425549     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (39)

1. Harald Baayen, Hans Van Halteren, and Fiona Tweedie. 1996. Outside the cave of shadows: Using syntactic annotation to enhance authorship attribution. Literary and Linguistic Computing, 11(3):121.
2. Shane Bergsma, Matt Post, and David Yarowsky. 2012. Stylometric analysis of scientific articles. In Proc. of NAACL-HLT, pages 327-337, Montréal, Canada, June. Association for Computational Linguistics.
3. Rens Bod. 1993. Using an annotated corpus as a stochastic grammar. In Proc. of ACL, Columbus, Ohio, USA, June.
4. Eugene Charniak and Mark Johnson. 2005. Coarse-to-fine n-best parsing and MaxEnt discriminative reranking. In Proc. of ACL, pages 173-180, Ann Arbor, Michigan, USA, June.
5. Colin Cherry and Chris Quirk. 2008. Discriminative, syntactic language modeling through latent SVMs. In Proc. of AMTA, Waikiki, Hawaii, USA, October.
6. Michael Collins and Nigel Duffy. 2001. Convolution kernels for natural language. In Proc. of NIPS.
7. Michael Collins and Nigel Duffy. 2002. New ranking algorithms for parsing and tagging: kernels over discrete structures, and the voted perceptron. In Proc. of ACL, pages 173-180, Philadelphia, Pennsylvania, USA, July.
8. Aron Culotta and Jeffrey Sorensen. 2004. Dependency tree kernels for relation extraction. In Proc. of ACL, pages 423-429.
9. Rong-En Fan, Kai-Wei Chang, Cho-Jui Hsieh, Xiang-Rui Wang, and Chih-Jen Lin. 2008. LIB-LINEAR: A library for large linear classification. Journal of Machine Learning Research, 9:1871-1874.
10. Jennifer Foster and Øistein E. Andersen. 2009. GenERRate: Generating errors for use in grammatical error detection. In Proceedings of the fourth workshop on innovative use of NLP for building educational applications, pages 82-90.
11. Sylviane Granger, Estelle Dagneaux, Fanny Meunier, and Magali Paquot. 2009. The International Corpus of Learner English. Version 2. Handbook and CD-Rom.
12. Moshe Koppel, Shlomo Argamon, and Anat Rachel Shimoni. 2003. Automatically categorizing written texts by author gender. Literary and Linguistic Computing, 17(4):401-412.
13. Xin Li and Dan Roth. 2002. Learning question classifiers. In Proc. of COLING, pages 1-7.
14. Ding Liu and Daniel Gildea. 2005. Syntactic features for evaluation of machine translation. In Proceedings of the ACL Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation and/or Summarization, pages 25-32.
15. Mitchell P. Marcus, Mary Ann Marcinkiewicz, and Beatrice Santorini. 1993. Building a large annotated corpus of English: The Penn Treebank. Computational Linguistics, 19(2):330.
16. Alessandro Moschitti, Silvia Quarteroni, Roberto Basili, and Suresh Manandhar. 2007. Exploiting syntactic and shallow semantic kernels for question answer classification. In Proc. of ACL, pages 776-783, Prague, Czech Republic, June.
17. Alessandro Moschitti. 2004. A study on convolution kernels for shallow semantic parsing. In Proc. of ACL.
18. Alessandro Moschitti. 2006. Making tree kernels practical for natural language learning. In Proc. of EACL, Volume 6, pages 113-120.
19. Frederick Mosteller and David L. Wallace. 1984. Applied Bayesian and Classical Inference: The Case of the Federalist Papers. Springer-Verlag.
20. Daisuke Okanohara and Jun'ichi Tsujii. 2007. A discriminative language model with pseudonegative samples. In Proc. of ACL, Prague, Czech Republic, June.
21. Slav Petrov, Leon Barrett, Romain Thibaux, and Dan Klein. 2006. Learning accurate, compact, and interpretable tree annotation. In Proc. of ACL, Sydney, Australia, July.
22. Xuan-Hieu Phan. 2006. CRFTagger: CRF English POS Tagger. crftagger.sourceforge.net.
23. Daniele Pighin and Alessandro Moschitti. 2009. Reverse engineering of tree kernel feature spaces. In Proc. of EMNLP, pages 111-120, Singapore, August.
24. Matt Post and Daniel Gildea. 2009. Bayesian learning of a tree substitution grammar. In Proc. of ACL (short paper track), Suntec, Singapore, August.
25. Matt Post. 2011. Judging grammaticality with tree substitution grammar derivations. In Proc. of ACL, Portland, Oregon, USA, June.
26. Dragomir R. Radev, Pradeep Muthukrishnan, and Vahed Qazvinian. 2009. The ACL anthology network corpus. In Proc. of ACL Workshop on Natural Language Processing and Information Retrieval for Digital Libraries, pages 54-61.
27. Remko Scha. 1990. Taaltheorie en taaltechnologie; competence en performance. In R. de Kort and G.L.J. Leerdam, editors, Computertoepassingen in de neerlandistiek, pages 7-22, Almere, the Netherlands. De Vereniging.
28. Aliaksei Severyn and Alessandro Moschitti. 2010. Large-scale support vector learning with structural kernels. In Proc. of ECML/PKDD, pages 229-244.
29. Libin Shen and Aravind K. Joshi. 2003. An SVM-based voting algorithm with application to parse reranking. In Proc. of CoNLL, pages 9-16.
30. Jun Suzuki, Hideki Isozaki, and Eisaku Maeda. 2004. Convolution kernels with feature selection for natural language processing tasks. In Proc. of ACL, pages 119-126.
31. Benjamin Swanson and Eugene Charniak. 2012. Native language detection with tree substitution grammars. In Proc. of ACL (short papers), pages 193-197, Jeju Island, Korea, July.
32. Joel Tetreault, Daniel Blanchard, Aoife Cahill, and Martin Chodorow. 2012. Native tongues, lost and found: Resources and empirical evaluations in native language identification. In Proc. of COLING, pages 2585-2602, Mumbai, India, December.
33. Laura Mayfield Tomokiyo and Rosie Jones. 2001. You're not from 'round here, are you? Naive Bayes detection of non-native utterances. In Proc. of NA ACL.
34. Vladimir N. Vapnik. 1998. Statistical Learning Theory. John Wiley & Sons.
35. Zhuang Wang, Koby Crammer, and Slobodan Vucetic. 2010. Multi-class pegasos on a budget. In ICML, pages 1143-1150.
36. Sze-Meng Jojo Wong and Mark Dras. 2010. Parser features for sentence grammaticality classification. In Proceedings of the Australasian Language Technology Association Workshop, Melbourne, Australia, December.
37. Sze-Meng Jojo Wong and Mark Dras. 2011. Exploiting parse structures for native language identification. In Proc. of EMNLP, pages 1600-1610, Edinburgh, Scotland, UK., July.
38. Xiaofeng Yang, Jian Su, and Chew Lim Tan. 2006. Kernel-based pronoun resolution with structured syntactic knowledge. In Proc. of Coling-ACL, pages 41-48.
39. Dell Zhang and Wee Sun Lee. 2003. Question classification using support vector machines. In Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, SIGIR '03, pages 26-32, New York, NY, USA. ACM.