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Combined Classifier for Website Messages Filtration

https://doi.org/10.15514/ISPRAS-2015-27(3)-20

Abstract

The paper describes a new approach to website messages filtration using combined classifier. Information security standards for the internet resources require user data protection however the increasing volume of spam messages in interactive sections of websites poses a special problem. Unlike many email filtering solutions the proposed approach is based on the effective combination of Bayes and Fisher methods, which allows us to build accurate and stable spam filter. In this paper we consider the organization of combined classifier according to determined optimization criteria based on statistical methods, probability calculations and decision rules.

About the Authors

Veniamin Tarasov
PSUTI
Russian Federation


Ekaterina Mezenceva
PSUTI
Russian Federation


Danila Karbaev
PSUTI
Russian Federation


References

1. E. Mezenceva, V. Tarasov. “Securing computer networks. The method of multi-module spam filtering on websites,” Information Technologies, 2012. vol. 6, P. 18-22 (in Russian).

2. E. Mezenceva. “The software system of recognition and spam filtering on the sites,” Certificate of state registration of the computer program №2011619160, [Registered in the Computer Program Registry, Moscow, on November 25th, 2011] (in Russian).

3. S. Nikolskiy. Quadrature Formulas. “Nauka”, Moscow, 1974. 224 р. (in Russian).

4. E. Mezenceva, V. Tarasov. “Computer networks security. Web programming of the multi-module spam filter,” Software Engineering, 2012. vol. 4, P. 27-32 (in Russian).

5. E. Mezenceva, V. Tarasov. “An optimal filter construction based on combining statistical classifiers,” Information and communications technologies, book 1, 2013. vol. 4, P. 53-57 (in Russian).


Review

For citations:


Tarasov V., Mezenceva E., Karbaev D. Combined Classifier for Website Messages Filtration. Proceedings of the Institute for System Programming of the RAS (Proceedings of ISP RAS). 2015;27(3):291-302. (In Russ.) https://doi.org/10.15514/ISPRAS-2015-27(3)-20



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ISSN 2079-8156 (Print)
ISSN 2220-6426 (Online)