Authorship attribution of web forum posts

General Members Meeting and eCrime Researchers Summit, eCrime 2010

Volumn , Issue , 2010, Pages

  Pillay, Sangita R ^a   Solorio, Thamar ^a  

^a UNIVERSITY OF ALABAMA AT BIRMINGHAM   (United States)

Author keywords

Authorship attribution; Clustering; Machine learning classifiers; Stylometry; Text categorization

Indexed keywords

AUTHORSHIP ATTRIBUTION; CLUSTERING; MACHINE LEARNING CLASSIFIERS; STYLOMETRY; TEXT CATEGORIZATION;

COMPUTATIONAL LINGUISTICS; INDUSTRIAL RESEARCH; LEARNING ALGORITHMS; LEARNING SYSTEMS; NATURAL LANGUAGE PROCESSING SYSTEMS; TEXT PROCESSING;

DATA MINING;

EID: 79952501581     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ecrime.2010.5706693     Document Type: Conference Paper

References (18)

1. Y. Zhao and J. Zobel, "Searching with Style: Authorship Attribution in Classic Literature".
2. M. Koppel and J. Schler, "Authorship verification as a one-class classification problem," in Proceedings of the 21st International Conference on Machine Learning. NewYork: ACM Press, 2004, pp. 62.
3. S. Meyer zu Eissen et al., "Plagiarism detection without reference collections," Advances in data analysis. Berlin, Germany: Springer, 2007, pp. 359-366.
4. M. Koppel et al., "Automatically categorizing written texts by author gender," in Literary and Linguistic Computing, Vol. 17, No. 4, 2002, pp. 401-412.
5. A. Abbasi and H. Chen, "Applying Authorship Analysis to Extremist-Group Web Forum Messages," IEEE Intelligent Systems and Their Applications, 20 (5): 67-75, 2005. (Pubitemid 41527272)
6. G. Frantzeskou et al., "Effective identification of source code authors using byte-level information," in Proceedings of the 28th International Conference on Software Engineering. NewYork: ACM Press, 2006, pp. 893-896. (Pubitemid 46601013)
7. E. Stamatatos, "A Survey of Modern Authorship Attribution Methods," in Journal of the American Society for Information Science and Technology. Wiley, 60(3), 2009, pp. 538-556.
8. F. Mosteller and D. L. Wallace, "Inference and disputed authorship: The Federalist". Reading, MA: Addison-Wesley, 1964.
9. R. Baayen et al., "Outside the cave of shadows: Using syntactic annotation to enhance authorship attribution," in Literary and Linguistic Computing, 11(3), 1996, pp. 121-131.
10. D. I. Holmes, "The evolution of stylometry in humanities scholarship," in Literary and Linguistic Computing, 13(3), 1998, pp. 111-117.
11. F. Peng et al., "Language independent authorship attribution using character level language models," in Proceedings of the 10th Conference of the European Chapter of the Association for Computational Linguistics. Morristown, NJ, 2003, pp. 267-274.
12. M. Koppel et al., "Authorship attribution with thousands of candidate authors," in Proceedings of the 29th ACM SIGIR. NewYork: ACM Press, 2006, pp. 659-660.
13. S. Raghavan et al., "Authorship Attribution Using Probabilistic Context-Free Grammars," in Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics (ACL), 2010.
14. A. Stolcke, "SRILM - An Extensible Language Modeling Toolkit," in Proceedings of the International Conference on Spoken Language Processing. Denver, vol. 2, pp. 901-904, 2002.
15. T. Brants, "TnT - Statistical Part-of-Speech Tagging," in Proceedings of the Sixth Applied Natural Language Processing ANLP-2000. Seattle, WA, 2000.
16. G. Karypis, "Cluto: Software for Clustering High Dimensional Data Sets," www.cs.umn.edu∼karypis 2005.
17. M. Hall et al., "The WEKA Data Mining Software: An Update," SIGKDD Explorations, Volume 11, Issue 1, 2009.
18. I. H. Witten and E. Frank, "Data Mining: Practical Machine Learning Tools and Techniques", Second edition, Morgan Kaufmann, San Francisco, CA, 2005.