A semantic triplet based story classifier

Proceedings of the 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2012

Volumn , Issue , 2012, Pages 573-580

  Ceran, Betul ^a   Karad, Ravi ^a   Mandvekar, Ajay ^a   Corman, Steven R ^b   Davulcu, Hasan ^a  

^a ARIZONA STATE UNIVERSITY   (United States)

^b ARIZONA STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

KEYWORD-BASED; LINGUISTIC FEATURES; NAMED ENTITIES; RSS FEEDS; SEMANTIC FEATURES; STATISTICAL FEATURES; TRAINING DATA;

SOCIAL NETWORKING (ONLINE); SUPPORT VECTOR MACHINES;

SEMANTICS;

EID: 84874225265     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ASONAM.2012.97     Document Type: Conference Paper

References (30)

1. J. Bruner and S. Weisser, "Autobiography and the construction of self, " 1992.
2. C. Joseph, The hero with a thousand faces. Princeton University Press, 1949.
3. H. L. Halverson, J. R. Goodall and S. R. Corman, Master Narratives of Islamist Extremism. New York: Palgrave Macmillan, 2011.
4. R. Hoffman, U. Grasemann, R. Gueorguieva, D. Quinlan, D. Lane, and R. Miikkulainen, "Using computational patients to evaluate illness mechanisms in schizophrenia, " Biological psychiatry, 2011.
5. B. Masand, G. Linoff, and D. Waltz, "Classifying news stories using memory based reasoning, " in Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval. ACM, 1992, pp. 59-65.
6. D. Billsus and M. Pazzani, "A hybrid user model for news story classification, " Lectures-International Centre for Mechanical Sciences, pp. 99-108, 1999.
7. A. S. Gordon and K. Ganesan, "Automated story capture from conversational speech, " in K-CAP '05: Proceedings of the 3rd international conference on Knowledge capture, ACM. Banff, Canada: ACM, 2005, p. 145-152.
8. A. Gordon, Q. Cao, and R. Swanson, "Automated story capture from internet weblogs, " in Proceedings of the 4th international conference on Knowledge capture. ACM, 2007, pp. 167-168.
9. A. Gordon and R. Swanson, "Identifying personal stories in millions of weblog entries, " in Third International Conference on Weblogs and Social Media, Data Challenge Workshop, San Jose, CA, 2009.
10. J. Fleiss, "Measuring nominal scale agreement among many raters." Psychological bulletin, vol. 76, no. 5, p. 378, 1971.
11. E. F. Tjong Kim Sang and F. De Meulder, "Introduction to the conll-2003 shared task: Language-independent named entity recognition, " in Proceedings of CoNLL- 2003, W. Daelemans and M. Osborne, Eds. Edmonton, Canada, 2003, pp. 142-147.
12. T. Poibeau and L. Kosseim, "Proper name extraction from non-journalistic texts, " Language and Computers, vol. 37, no. 1, pp. 144-157, 2001.
13. J. Finkel, T. Grenager, and C. Manning, "Incorporating non-local information into information extraction systems by gibbs sampling, " in Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics. Association for Computational Linguistics, 2005, pp. 363-370.
14. L. Ratinov and D. Roth, "Design challenges and misconceptions in named entity recognition, " in CoNLL '09: Proceedings of the Thirteenth Conference on Computational Natural Language Learning. Morristown, NJ, USA: Association for Computational Linguistics, 2009, pp. 147-155.
15. "Calais." [Online]. Available: http://www.opencalais.com/.
16. S. Auer, C. Bizer, G. Kobilarov, J. Lehmann, and Z. Ives, "Dbpedia: A nucleus for a web of open data, " in In 6th Intl Semantic Web Conference, Busan, Korea. Springer, 2007, pp. 11-15.
17. S. Robertson, "Understanding inverse document frequency: on theoretical arguments for idf, " Journal of Documentation, vol. 60, no. 5, pp. 503-520, 2004.
18. E. Brill, "A simple rule-based part of speech tagger, " in Proceedings of the workshop on Speech and Natural Language. Association for Computational Linguistics, 1992, pp. 112-116.
19. T. Joachims, "A statistical learning learning model of text classification for support vector machines, " in Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval. ACM, 2001, pp. 128-136.
20. B. Boser, I. Guyon, and V. Vapnik, "A training algorithm for optimal margin classifiers, " in Proceedings of the fifth annual workshop on Computational learning theory. ACM, 1992, pp. 144-152.
21. C. Cortes and V. Vapnik, "Support-vector networks, " Machine learning, vol. 20, no. 3, pp. 273-297, 1995.
22. C. Chang and C. Lin, "Libsvm: a library for support vector machines, " ACM Transactions on Intelligent Systems and Technology (TIST), vol. 2, no. 3, p. 27, 2011.
23. S. Keerthi and C. Lin, "Asymptotic behaviors of support vector machines with gaussian kernel, " Neural computation, vol. 15, no. 7, pp. 1667-1689, 2003.
24. D. Rusu, L. Dali, B. Fortuna, M. Grobelnik, and D. Mladenić, "Triplet extraction from sentences, " Proceedings of the 10th International Multiconference Information Society-IS, pp. 8-12, 2007.
25. D. Hooge Jr, "Extraction and indexing of triplet-based knowledge using natural language processing, " Ph.D. dissertation, University of Georgia, 2007.
26. H. Lee, Y. Peirsman, A. Chang, N. Chambers, M. Surdeanu, and D. Jurafsky, "Stanfords multi-pass sieve coreference resolution system at the conll-2011 shared task, " CoNLL 2011, p. 28, 2011.
27. K. Raghunathan, H. Lee, S. Rangarajan, N. Chambers, M. Surdeanu, D. Jurafsky, and C. Manning, "A multipass sieve for coreference resolution, " in Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, 2010, pp. 492-501.
28. V. Punyakanok, D. Roth, and W. Yih, "The importance of syntactic parsing and inference in semantic role labeling, " Computational Linguistics, vol. 34, no. 2, pp. 257-287, 2008.
29. K. Kipper, A. Korhonen, N. Ryant, and M. Palmer, "A large-scale classification of english verbs, " Language Resources and Evaluation, vol. 42, no. 1, pp. 21-40, 2008.
30. M. Palmer, D. Gildea, and P. Kingsbury, "The proposition bank: An annotated corpus of semantic roles, " Computational Linguistics, vol. 31, no. 1, pp. 71-106, 2005.