Data mining based cyber-attack detection

Huaglory Tianfield

Data mining based cyber-attack detection

Research output: Contribution to journal › Article

441 Downloads (Pure)

Abstract

Detecting cyber-attacks undoubtedly has become a big data problem. This paper presents a tutorial on data mining based cyber-attack detection. First, a data driven defence framework is presented in terms of cyber security situational awareness. Then, the process of data mining based cyber-attack detection is discussed. Next, a multi-loop learning architecture is presented for data mining based cyber-attack detection. Finally, common data mining techniques for cyber-attack detection are discussed.

Original language	English
Number of pages	15
Journal	System Simulation Technology
Volume	13
Issue number	2
Publication status	Published - 31 May 2017

Keywords

big data analytics
cyber-attack detection
cyber security
cyber situational awareness
data mining
pattern mining
machine learning

Documents and Links

Tianfield, H. (2017) Data mining based cyber-attack detection
This is the accepted author manuscript of an article originally published in: System Simulation Technology 13 (2), 2017. The final publisher version is available via the link below. Copyright© 2017 Oriprobe Information Services, Inc. All rights reserved.
Accepted author manuscript, 267 KB

http://mall.cnki.net/magazine/Article/XTFJ201702017.htm

Fingerprint Dive into the research topics of 'Data mining based cyber-attack detection'. Together they form a unique fingerprint.

Cite this

@article{13839b040dc047c1ad2c4e56a029bac3,

title = "Data mining based cyber-attack detection",

abstract = "Detecting cyber-attacks undoubtedly has become a big data problem. This paper presents a tutorial on data mining based cyber-attack detection. First, a data driven defence framework is presented in terms of cyber security situational awareness. Then, the process of data mining based cyber-attack detection is discussed. Next, a multi-loop learning architecture is presented for data mining based cyber-attack detection. Finally, common data mining techniques for cyber-attack detection are discussed.",

keywords = "big data analytics, cyber-attack detection, cyber security, cyber situational awareness, data mining, pattern mining, machine learning",

author = "Huaglory Tianfield",

note = "Author confirmed article in English, although journal is in Chinese. Publication date added as 31-5-17 as only pub info avail. is May 17. Journal gave permission to make paper OA (see email 8-8-17) ET",

year = "2017",

month = may,

day = "31",

language = "English",

volume = "13",

journal = "System Simulation Technology",

issn = "1673-1964",

number = "2",

}

TY - JOUR

T1 - Data mining based cyber-attack detection

AU - Tianfield, Huaglory

N1 - Author confirmed article in English, although journal is in Chinese. Publication date added as 31-5-17 as only pub info avail. is May 17. Journal gave permission to make paper OA (see email 8-8-17) ET

PY - 2017/5/31

Y1 - 2017/5/31

N2 - Detecting cyber-attacks undoubtedly has become a big data problem. This paper presents a tutorial on data mining based cyber-attack detection. First, a data driven defence framework is presented in terms of cyber security situational awareness. Then, the process of data mining based cyber-attack detection is discussed. Next, a multi-loop learning architecture is presented for data mining based cyber-attack detection. Finally, common data mining techniques for cyber-attack detection are discussed.

AB - Detecting cyber-attacks undoubtedly has become a big data problem. This paper presents a tutorial on data mining based cyber-attack detection. First, a data driven defence framework is presented in terms of cyber security situational awareness. Then, the process of data mining based cyber-attack detection is discussed. Next, a multi-loop learning architecture is presented for data mining based cyber-attack detection. Finally, common data mining techniques for cyber-attack detection are discussed.

KW - big data analytics

KW - cyber-attack detection

KW - cyber security

KW - cyber situational awareness

KW - data mining

KW - pattern mining

KW - machine learning

M3 - Article

VL - 13

JO - System Simulation Technology

JF - System Simulation Technology

SN - 1673-1964

IS - 2

ER -