NLI Shared Task 2013: MQ Submission

Proceedings of the 8th Workshop on Innovative Use of NLP for Building Educational Applications, BEA 2013

Volumn , Issue , 2013, Pages 124-133

  Malmasi, Shervin ^a   Jojo Wong, Sze Meng ^a   Dras, Mark ^a  

^a MACQUARIE UNIVERSITY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

COMBINATION METHOD; ENSEMBLE APPROACHES; FEATURES SETS; LOGISTICS REGRESSIONS; MULTIPLE-CLASSIFIERS; PART OF SPEECH TAGSETS; PART-OF-SPEECH TAGGER; PART-OF-SPEECH TAGS; SETS APPROACH; SVM CLASSIFIERS;

EID: 84906928171     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. Leo Breiman. 1996. Bagging predictors. In Machine Learning, pages 123–140.
2. Ted Briscoe, John Carroll, and Rebecca Watson. 2006. The second release of the rasp system. In Proceedings of the COLING/ACL on Interactive presentation sessions, COLING-ACL’06, pages 77–80, Stroudsburg, PA, USA. Association for Computational Linguistics.
3. Julian Brooke and Graeme Hirst. 2011. Native language detection with ‘cheap’ learner corpora. In Conference of Learner Corpus Research (LCR2011), Louvain-laNeuve, Belgium. Presses universitaires de Louvain.
4. Julian Brooke and Graeme Hirst. 2012. Robust, Lexicalized Native Language Identification. In Proceedings of COLING 2012, pages 391–408, Mumbai, India, December. The COLING 2012 Organizing Committee.
5. Serhiy Bykh and Detmar Meurers. 2012. Native Language Identification using Recurring n-grams – Investigating Abstraction and Domain Dependence. In Proceedings of COLING 2012, pages 425–440, Mumbai, India, December. The COLING 2012 Organizing Committee.
6. James Curran, Stephen Clark, and Johan Bos. 2007. Linguistically motivated large-scale nlp with c&c and boxer. In Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics Companion Volume Proceedings of the Demo and Poster Sessions, pages 33–36, Prague, Czech Republic, June. Association for Computational Linguistics.
7. Marie-Catherine de Marneffe, Bill Maccartney, and Christopher D. Manning. 2006. Generating typed dependency parses from phrase structure parses. In Proceedings of the Fifth International Conference on Language Resources and Evaluation (LREC’06), pages 449–454, Genoa, Italy.
8. Markus Dickinson and W. Detmar Meurers. 2003. Detecting errors in part-of-speech annotation. In Proceedings of the 10th Conference of the European Chapter of the Association for Computational Linguistics (EACL-03), pages 107–114, Budapest, Hungary.
9. Thomas G Dietterich. 2000. Ensemble methods in machine learning. In Multiple classifier systems, pages 1–15. Springer.
10. Rong-En Fan, Kai-Wei Chang, Cho-Jui Hsieh, Xiang-Rui Wang, and Chih-Jen Lin. 2008. LIBLINEAR: A library for large linear classification. Journal of Machine Learning Research, 9:1871–1874.
11. David Guthrie, Ben Allison, Wei Liu, Louise Guthrie, and Yorick Wilks. 2006. A Close Look at Skip-gram Modelling. In Proceedings of the Fifth International Conference on Language Resources and Evaluation (LREC 2006), pages 1222–1225, Genoa, Italy.
12. Tin Kam Ho, Jonathan J. Hull, and Sargur N. Srihari. 1994. Decision combination in multiple classifier systems. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 16(1):66–75.
13. Mark Johnson. 2010. Pcfgs, topic models, adaptor grammars and learning topical collocations and the structure of proper names. In Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, pages 1148–1157, Uppsala, Sweden, July. Association for Computational Linguistics.
14. Dan Klein and Christopher D. Manning. 2003. Accurate unlexicalized parsing. In Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1, ACL’03, pages 423–430, Sapporo, Japan. Association for Computational Linguistics.
15. Ekaterina Kochmar. 2011. Identification of a writer’s native language by error analysis. Master’s thesis, University of Cambridge.
16. Moshe Koppel, Jonathan Schler, and Kfir Zigdon. 2005. Automatically determining an anonymous author’s native language. Intelligence and Security Informatics, pages 41–76.
17. Moshe Koppel, Jonathan Schler, and Shlomo Argamon. 2009. Computational Methods in Authorship Attribution. Journal of the American Society for Information Science and Technology, 60(1):9–26.
18. Robert Lado. 1957. Linguistics Across Cultures: Applied Linguistics for Language Teachers. University of Michigan Press, Ann Arbor, MI, US.
19. Lourdes Ortega. 2009. Understanding Second Language Acquisition. Hodder Education, Oxford, UK.
20. Robi Polikar. 2006. Ensemble based systems in decision making. Circuits and Systems Magazine, IEEE, 6(3):21–45.
21. Matt Post and Daniel Gildea. 2009. Bayesian learning of a tree substitution grammar. In Proceedings of the ACL-IJCNLP 2009 Conference Short Papers, ACLShort’09, pages 45–48, Suntec, Singapore. Association for Computational Linguistics.
22. Jyoti Sanyal. 2007. Indlish: The Book for Every English-Speaking Indian. Viva Books Private Limited.
23. Benjamin Swanson and Eugene Charniak. 2012. Native Language Detection with Tree Substitution Grammars. In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 193–197, Jeju Island, Korea, July. Association for Computational Linguistics.
24. Joel Tetreault, Daniel Blanchard, Aoife Cahill, and Martin Chodorow. 2012. Native tongues, lost and found: Resources and empirical evaluations in native language identification. In Proceedings of COLING 2012, pages 2585–2602, Mumbai, India, December. The COLING 2012 Organizing Committee.
25. Kristina Toutanova, Dan Klein, Christopher D. Manning, and Yoram Singer. 2003. Feature-rich part-of-speech tagging with a cyclic dependency network. In IN PROCEEDINGS OF HLT-NAACL, pages 252–259.
26. Oren Tsur and Ari Rappoport. 2007. Using Classifier Features for Studying the Effect of Native Language on the Choice of Written Second Language Words. In Proceedings of the Workshop on Cognitive Aspects of Computational Language Acquisition, pages 9–16, Prague, Czech Republic, June. Association for Computational Linguistics.
27. Sze-Meng Jojo Wong and Mark Dras. 2011. Exploiting Parse Structures for Native Language Identification. In Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, pages 1600–1610, Edinburgh, Scotland, UK., July. Association for Computational Linguistics.
28. Sze-Meng Jojo Wong, Mark Dras, and Mark Johnson. 2012. Exploring Adaptor Grammars for Native Language Identification. In Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, pages 699–709, Jeju Island, Korea, July. Association for Computational Linguistics.