Age detection in chat

ICSC 2009 - 2009 IEEE International Conference on Semantic Computing

Volumn , Issue , 2009, Pages 33-39

  Tam, Jenny ^a   Martell, Craig H ^a  

^a The Department of Electrical and Computer Engineering   (United States)

Author keywords

Age classification; Na ve Bayesian classifier; Online chat; Stop words; Support vector machine

Indexed keywords

AGE CLASSIFICATION; AGE GROUPS; ALTERNATIVE METHODS; AUTOMATIC TEXT CATEGORIZATION; BAYESIAN CLASSIFIER; F-SCORE; N-GRAMS; NAIVE BAYESIAN CLASSIFIER; ONLINE CHAT; STATISTICAL ANALYSIS; STOP WORD; SVM MODEL; TEST DATA;

BAYESIAN NETWORKS; CLASSIFIERS; IMAGE RETRIEVAL; SEMANTICS; TEXT PROCESSING;

SUPPORT VECTOR MACHINES;

EID: 73449095223     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSC.2009.37     Document Type: Conference Paper

References (14)

1. R.H. Baayen, H. Van Halteren, and F.J. Tweedie, "Outside the Cave of Shadows: Using Syntactic Annotation to Enhance Authorship Attribution", Literary and Linguistic Computing, 11(3), pp. 121-131, 1996.
2. C.J.C. Bruges, "A tutorial on support vector machines for pattern recognition", Data Mining and Knowledge Discovery, 2(2), 1998, pp. 121-167.
3. R.E. Fan, K.W. Chang, C.J. Hsieh, X.R. Wang, and C.J. Lin, "LIBLINEAR: A library for large classification", Journal of Machine Learning Research, 9, 2008, pp. 1871-1874.
4. D. Jurafsky and J. Martin, Speech and Language Processing, Pearson Eduction, Inc., Upper Saddle River, NJ, USA, 2009.
5. J.P. Lewis, "A Short SVM (Support Vector Machine) Tutorial", December 2004. Available: http://scribblethink.org/Work/Notes/svmtutorial.pdf, [Accessed: July 7, 2009].
6. J. Lin, Automatic author profiling of online chat logs. Master's thesis, Naval Postgraduate School, Monterey, California, March 2007.
7. C. Manning and H. Schutze, Foundations of Statistical Natural Language Processing, The MIT Press, Cambridge, MA, USA, 1999.
8. K.J. Mitchell, J. Wolak, and D. Finkelhor, "Trends in Youth Reports of Sexual Solicitations, Harassment and Unwanted Exposure to Pornography on the Internet", Journal of Adolescent Health, 40(2), Elsevier Inc., February 2007, pp. 116-126.
9. T. Mitchell, Machine Learning. The McGraw-Hill companies, Inc., Boston, MA, USA, 1997.
10. N. Pendar, "Toward Spotting the Pedophile Telling victim from predator in text chats", International Conference on Semantic Computing, 2007, pp. 235-241.
11. P. Rayson, G. Leech, and M. Hodges, "Social differentiation in the use of English Vocabulary: Some Analysis of the Conversational Component of the British National Corpus", International Journal of Corpus Linguistics, 2(1), 1997, pp. 133-152.
12. V. Savicki, D. Lingenfelter, and M. Kellye, "Gender Language Style and Group composition in Internet Discussion Groups", Journal of Computer Mediated Communications, 2(3), 1996.
13. E. Stamatatos, "A Survey of Modern Authorship Attribution Methods", Journal of American Society for Information Science and Technology, 60(3), 2009, pp. 538-556.
14. Wikipedia, "List of Emoticons," Available: http://www.en. wikipedia.org/wiki/List-of-emoticons, March 2009. [Accessed July 7, 2009].