Prediction of Attacks Against Honeynet Based on Time Series Modeling

被引：7

作者：

Sokol, Pavol ^{[1
]}

Gajdos, Andrej ^{[2
]}

机构：

[1] Pavol Jozef Safarik Univ Kosice, Inst Comp Sci, Fac Sci, Jesenna 5, Kosice 04001, Slovakia

[2] Pavol Jozef Safarik Univ Kosice, Inst Math, Fac Sci, Jesenna 5, Kosice 04001, Slovakia

来源：

APPLIED COMPUTATIONAL INTELLIGENCE AND MATHEMATICAL METHODS: COMPUTATIONAL METHODS IN SYSTEMS AND SOFTWARE 2017, VOL. 2 | 2018年 / 662卷

关键词：

Honeypot; Attack; Prediction; Time series analysis; Bootstrap;

D O I：

10.1007/978-3-319-67621-0_33

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Honeypots are unconventional tools to study methods, tools, and goals of attackers. In addition to IP addresses, these tools collect also timestamps. Therefore, time series analysis of data collected by honeypots can bring different view for prediction of attacks. In the paper, we focus on the model AR(1) and bootstrap based on AR(1) model to predict attacks against honeynet. For this purpose, we used data collected in CZ.NIC honeynet consists of Kippo honeypots in medium-interaction mode. The prediction of attacks is based on 75weeks data and it has been verified by five weeks data. In the paper, we have shown that prediction model AR(1) and bootstrap based on AR(1) model are suitable for prediction of attacks.

引用

页码：360 / 371

页数：12

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