DESIGN OF ADAPTIVE SYSTEM FOR DETECTION OF CYBER-ATTACKS
Journal Title: MEST Journal - Year 2017, Vol 0, Issue 1
Abstract
This paper is devoted to the improvement of the mathematical support for the intelligent detection models of cyber threats. The results of the research present the further development of detection models of cyber threats, as well as of common classes of cyber-attacks in mission critical information systems (MCIS). There was the model of detection of cyber-attacks to MCIS designed, which is based on the application of learning samples in the form of matrices of features for each of the modeled classes. The studies on minimization of the number of training samples, represented by a binary form of discerning features were carried out. There was the program "Cyber-attacks Analyzer” developed, which allows the automatic generation of dimensions of training matrix of cyber-attacks features, without requiring the participation of experts. It is shown that for the object detection within known classes of cyber-attacks the usage of representative sets of 3-4 features long in the training matrices increases the effectiveness of the algorithm, reaching up to 95%.
Authors and Affiliations
Taras Petrenko
Keywords
Related Articles
- EP ID EP327629
- DOI 10.12709/mest.05.05.01.10
- Views 100
- Downloads 0
PRINCIPALS’ EVALUATION TASKS, TEACHERS’ PERCEPTION, AND DIFFERENCES
The aim of this research is to examine the teachers’ attitudes towards the principals’ evaluation tasks. The secondary aim is to examine the relations between the number of shifts, a number of students, teachers’ level o...
UTILIZATION OF DEFENSE INFRASTRUCTURE COMPONENTS AT THE TIME OF THE CRISIS SITUATION
Critical infrastructure is inescapable for the preservation of the essential functions of society, health, safety and life quality of the population from an economic and social point of view and its disruption or destruc...
MANAGING RENEWABLE ENERGY PROJECTS INCLUDING RISK ANALYSIS
The paper makes deep insight into project management and risk analysis of renewable energy sources (RES). This approach could be very helpful in the organizational and managerial approach for project success and investme...
CONSTRUCTION OF RAILWAY TRANSPORT CORRIDORS IN BULGARIA BY PROMOTING PUBLIC-PRIVATE PARTNERSHIP
One of the main problems that hinder the development of railway transport in countries such as Bulgaria is the lack of a fully liberalized market. As a result of the review of the Trans-European Transport Network Corrido...
AN OPTIMIZATION OF THE FINANCIAL RESULT BY THE PRICE ELASTICITY OF SALES METHOD
Nowadays, companies operate in conditions of market economy. These market conditions, although providing entrepreneurial freedom and opportunities for initiative, in their deepest essence are too vague and dynamic. This...