J 2019

Survey of Attack Projection, Prediction, and Forecasting in Cyber Security

HUSÁK, Martin, Jana KOMÁRKOVÁ, Elias BOU-HARB a Pavel ČELEDA

Základní údaje

Originální název

Survey of Attack Projection, Prediction, and Forecasting in Cyber Security

Autoři

HUSÁK, Martin (203 Česká republika, garant, domácí), Jana KOMÁRKOVÁ (203 Česká republika, domácí), Elias BOU-HARB a Pavel ČELEDA (203 Česká republika, domácí)

Vydání

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, PISCATAWAY, IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC, 2019, 1553-877X

Další údaje

Jazyk

angličtina

Typ výsledku

Článek v odborném periodiku

Stát vydavatele

Spojené státy

Utajení

není předmětem státního či obchodního tajemství

Odkazy

Kód RIV

RIV/00216224:14610/19:00108866

Organizace

Ústav výpočetní techniky – Masarykova univerzita – Repozitář

UT WoS

000459730200024

Klíčová slova anglicky

cyber security;intrusion detection;situational awareness;prediction;forecasting;model checking

Návaznosti

EF16_019/0000822, projekt VaV.
Změněno: 6. 9. 2020 06:12, RNDr. Daniel Jakubík

Anotace

V originále

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 there is a need to predict the next move or the intentions of the attacker, intrusion prediction, in which there is a need to predict upcoming cyber attacks, and network security situation forecasting, in which we project cybersecurity situation in the whole network. Methods and approaches for addressing these tasks often share the theoretical background and are often complementary. In this survey, both methods based on discrete models, such as attack graphs, Bayesian networks, and Markov models, and continuous models, such as time series and grey models, are surveyed, compared, and contrasted. We further discuss machine learning and data mining approaches, that have gained a lot of attention recently and appears promising for such a constantly changing environment, which is cyber security. The survey also focuses on the practical usability of the methods and problems related to their evaluation.

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