Survey of attack projection, prediction, and forecasting in cyber security

M Husák, J Komárková, E Bou-Harb… - … Surveys & Tutorials, 2018 - ieeexplore.ieee.org
This paper provides a survey of prediction, and forecasting methods used in cyber security.
Four main tasks are discussed first, attack projection and intention recognition, in which …

A survey on cyber situation-awareness systems: Framework, techniques, and insights

H Alavizadeh, J Jang-Jaccard, SY Enoch… - ACM Computing …, 2022 - dl.acm.org
Cyberspace is full of uncertainty in terms of advanced and sophisticated cyber threats that
are equipped with novel approaches to learn the system and propagate themselves, such as …

Analysis of hidden Markov model learning algorithms for the detection and prediction of multi-stage network attacks

T Chadza, KG Kyriakopoulos, S Lambotharan - Future generation …, 2020 - Elsevier
Abstract Hidden Markov Models have been extensively used for determining computer
systems under a Multi-Stage Network Attack (MSA), however, acquisition of optimal model …

Survey of technology in network security situation awareness

J Zhang, H Feng, B Liu, D Zhao - Sensors, 2023 - mdpi.com
Network security situation awareness (NSSA) is an integral part of cybersecurity defense,
and it is essential for cybersecurity managers to respond to increasingly sophisticated cyber …

Predictive methods in cyber defense: Current experience and research challenges

M Husák, V Bartoš, P Sokol, A Gajdoš - Future Generation Computer …, 2021 - Elsevier
Predictive analysis allows next-generation cyber defense that is more proactive than current
approaches based on intrusion detection. In this paper, we discuss various aspects of …

Systematic review and quantitative comparison of cyberattack scenario detection and projection

I Kovačević, S Groš, K Slovenec - Electronics, 2020 - mdpi.com
Intrusion Detection Systems (IDSs) automatically analyze event logs and network traffic in
order to detect malicious activity and policy violations. Because IDSs have a large number of …

SoK: Contemporary issues and challenges to enable cyber situational awareness for network security

M Husák, T Jirsík, SJ Yang - … of the 15th International Conference on …, 2020 - dl.acm.org
Cyber situational awareness is an essential part of cyber defense that allows the
cybersecurity operators to cope with the complexity of today's networks and threat …

Comparative study on different neural networks for network security situation prediction

G Wang - Security and Privacy, 2021 - Wiley Online Library
This article mainly studied the performance of different neural networks in the processing
network security situation prediction (NSSP). Radial basis function (RBF) and back …

Network security situation awareness forecasting based on statistical approach and neural networks

P Sokol, R Staňa, A Gajdoš… - Logic Journal of the …, 2023 - academic.oup.com
The usage of new and progressive technologies brings with it new types of security threats
and security incidents. Their number is constantly growing. The current trend is to move from …

Early-stage detection of cyber attacks

M Pivarníková, P Sokol, T Bajtoš - Information, 2020 - mdpi.com
Nowadays, systems around the world face many cyber attacks every day. These attacks
consist of numerous steps that may occur over an extended period of time. We can learn …