Detecting abnormal behavior of users of computer systems using artificial neural networks

Authors

  • Vasyl Kulikov Institute of Special Communications and Information Security National Technical University of Ukraine “Kiev Polytechnic Institute”,
  • Oleksandr Ivashchenko Institute of Special Communications and Information Security National Technical University of Ukraine “Kiev Polytechnic Institute”,
  • Oleksandr Kozlov Institute of Special Communications and Information Security National Technical University of Ukraine “Kiev Polytechnic Institute”,

DOI:

https://doi.org/10.20535/2411-1031.2012.1.1.52718

Abstract

The paper considers the solution of the efficiency of information security solutions by identifying anomalous network activity in the actions of users. For solution of problems the mathematical tools of artificial neural networks is used. The object of this study is the status of network ports, which characterizes the network activity of users. In order to determine of anomalies in the actions of users the current network activity of users compared with the normal actions.

Author Biographies

Vasyl Kulikov, Institute of Special Communications and Information Security National Technical University of Ukraine “Kiev Polytechnic Institute”,

Candidate of Technical Sciences, Associate Professor, Associate Professor of department

Oleksandr Ivashchenko, Institute of Special Communications and Information Security National Technical University of Ukraine “Kiev Polytechnic Institute”,

Candidate of Technical Sciences, Associate Professor, Associate Professor of department

Oleksandr Kozlov, Institute of Special Communications and Information Security National Technical University of Ukraine “Kiev Polytechnic Institute”,

Cadet

References

Хайкин, Саймон. Нейронные сети: полный курс, 2-е издание. – М.: «Вильямс», 2006. – 1104 с.

Куссуль Н.Н. Скакун С.В. Нейросетевая модель пользователей компьютерных систем // Кибернетика и вычислительная техника. – 2004.

С. Норткат, Дж. Новак. Обнаружение нарушений безопасности в сетях. – 3-е изд. – М.: Вильямс, 2003. – 448 с.

Лукацкий А. Обнаружение атак. – 2-е изд. – СПб.: БХВ-Петербург

Published

2012-06-30

How to Cite

Kulikov, V., Ivashchenko, O., & Kozlov, O. (2012). Detecting abnormal behavior of users of computer systems using artificial neural networks. Information Technology and Security, 1(1), 25–30. https://doi.org/10.20535/2411-1031.2012.1.1.52718

Issue

Section

ARTICLES