Quarterly journal published in SPbPU
and edited by prof. Dmitry Zegzhda
Peter the Great St. Petersburg Polytechnic University
Institute of computer sciences and technologies
information security of computer systems
Information Security Problems. Computer Systems
Published since 1999.
ISSN 2071-8217
ENSURING THE SECURITY OF WEB RESOURCES BASED ON INTELLIGENT ANALYSIS OF NETWORK TRAFFIC
N. S. Skokov, V. M. Krundyshev Peter the Great St. Petersburg Polytechnic University
Annotation: This paper presents the developed method for detecting anomalies in network traffic, which is based on the technology of hierarchical temporary memory. To evaluate the effectiveness of the proposed solution, a new data set was generated containing information about legitimate and malicious network sessions. As a result of experimental studies, it was found that the use of a hierarchy of features and support for the memory mechanism make it possible to reveal hidden patterns in the analyzed chains of network requests to web resources with high accuracy.
Keywords: network traffic analysis, web resource security, hierarchical temporary memory, anomaly detection, network attacks.
Pages 77-85