On the validity of a new SMS spam collection

Proceedings - 2012 11th International Conference on Machine Learning and Applications, ICMLA 2012

Volumn 2, Issue , 2012, Pages 240-245

  Hidalgo, José María Gómez ^a   Almeida, Tiago A ^b   Yamakami, Akebo ^c  

^a R and D Department Optenet   (Spain)

^b FEDERAL UNIVERSITY OF SÃO CARLOS   (Brazil)

^c UNIVERSITY OF CAMPINAS   (Brazil)

Author keywords

Classification; Mobile spam; Spam filtering; Text analysis; Text categorization

Indexed keywords

COMPREHENSIVE ANALYSIS; EVALUATION OF METHODS; JUNK MAILS; MOBILE SPAM; NEAR-DUPLICATES; SPAM FILTERING; SPAM MESSAGES; TEXT ANALYSIS; TEXT CATEGORIZATION;

CLASSIFICATION (OF INFORMATION); E-LEARNING; TEXT PROCESSING;

LEARNING SYSTEMS;

EID: 84873576061     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLA.2012.211     Document Type: Conference Paper

References (13)

1. G. Cormack, "Email Spam Filtering: A Systematic Review," Foundations and Trends in Information Retrieval, vol. 1, no. 4, pp. 335-455, 2008.
2. T. A. Almeida, A. Yamakami, and J. Almeida, "Evaluation of Approaches for Dimensionality Reduction Applied with Naive Bayes Anti-Spam Filters," in Proceedings of the 8th IEEE International Conference on Machine Learning and Applications, Miami, FL, USA, 2009, pp. 517-522.
3. Filtering Spams using the Minimum Description Length Principle," in Proceedings of the 25th ACM Symposium On Applied Computing, Sierre, Switzerland, 2010, pp. 1856-1860.
4. Probabilistic Anti-Spam Filtering with Dimensionality Reduction," in Proceedings of the 25th ACM Symposium On Applied Computing, Sierre, Switzerland, 2010, pp. 1804-1808.
5. T. A. Almeida and A. Yamakami, "Content-Based Spam Filtering," in Proceedings of the 23rd IEEE International Joint Conference on Neural Networks, Barcelona, Spain, 2010, pp. 1-7.
6. T. A. Almeida, J. Almeida, and A. Yamakami, "Spam Filtering: How the Dimensionality Reduction Affects the Accuracy of Naive Bayes Classifiers," Journal of Internet Services and Applications, vol. 1, no. 3, pp. 183-200, 2011.
7. T. A. Almeida and A. Yamakami, "Facing the Spammers: A Very Effective Approach to Avoid Junk E-mails," Expert Systems with Applications, vol. 39, pp. 6557-6561, 2012.
8. T. Almeida, J. Gómez Hidalgo, and A. Yamakami, "Contributions to the Study of SMS Spam Filtering: New Collection and Results," in Proceedings of the 2011 ACM Symposium on Document Engineering, Mountain View, CA, USA, 2011, pp. 259-262.
9. G. V. Cormack, J. M. Gómez Hidalgo, and E. Puertas Sanz, "Feature Engineering for Mobile (SMS) Spam Filtering," in Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, New York, NY, USA, 2007, pp. 871-872. (Pubitemid 350165112)
10. Spam Filtering for Short Messages," in Proceedings of the 16th ACM Conference on Conference on information and Knowledge Management, Lisbon, Portugal, 2007, pp. 313-320.
11. J. M. Gómez Hidalgo, G. Cajigas Bringas, E. Puertas Sanz, and F. Carrero García, "Content Based SMS Spam Filtering," in Proceedings of the 2006 ACM Symposium on Document Engineering, Amsterdam, The Netherlands, 2006, pp. 107-114.
12. J. P. Kumar and P. Govindarajulu, "Duplicate and near duplicate documents detection: A review," European Journal of Scientific Research, vol. 32, pp. 514-527, 2009.
13. A. M. El Tahir Ali, H. M. Dahwa Abdulla, and V. Snasel, "Survey of Plagiarism Detection Methods," in Proceedings of the 5th Asia Modelling Symposium, Manila, Philippines, 2011, pp. 39-42.