University of Jyväskylä | JYX Digital Repository

  • English  | Give feedback |
    • suomi
    • English
 
  • Login
JavaScript is disabled for your browser. Some features of this site may not work without it.
View Item 
  • JYX
  • Opinnäytteet
  • Väitöskirjat
  • View Item
JYX > Opinnäytteet > Väitöskirjat > View Item

Anomaly-based online intrusion detection system as a sensor for cyber security situational awareness system

Thumbnail
View/Open
12. Mb

Downloads:  
Show download detailsHide download details  
Published in
Jyväskylä studies in computing
Authors
Kokkonen, Tero
Date
2016
Discipline
Tietotekniikka

 
Almost all the organisations and even individuals rely on complex structures of data networks and networked computer systems. That complex data ensemble, the cyber domain, provides great opportunities, but at the same time it offers many possible attack vectors that can be abused for cyber vandalism, cyber crime, cyber espionage or cyber terrorism. Those threats produce requirements for cyber security situational awareness and intrusion detection capability. This dissertation concentrates on research and development of anomaly-based network intrusion detection system as a sensor for a situational awareness system. In this dissertation, several models of intrusion detection systems are developed using clustering-based data-mining algorithms for creating a model of normal user behaviour and finding similarities and dissimilarities compared to that model. That information can be used as a sensor feed in a situational awareness system in cyber security. A model of cyber security situational awareness system with multisensor fusion capability is presented in this thesis. Also a model for exchanging the information of cyber security situational awareness is generated. The constructed intrusion detection system schemes are tested with different scenarios even in online mode with real user data. ...
Publisher
University of Jyväskylä
ISBN
978-951-39-6832-8
ISSN Search the Publication Forum
1456-5390
Keywords
tunkeilijan havaitsemisjärjestelmät anomaly detection clustering cyber security early warning information sharing intrusion detection system network security situational awareness kyberturvallisuus tietoverkot pääsynvalvonta valvontajärjestelmät tilannekuva tiedonlouhinta klusterianalyysi
URI

http://urn.fi/URN:ISBN:978-951-39-6832-8

Metadata
Show full item record
Collections
  • Väitöskirjat [3295]

Related items

Showing items with similar title or keywords.

  • Intrusion detection applications using knowledge discovery and data mining 

    Juvonen, Antti (University of Jyväskylä, 2014)
  • Unsupervised network intrusion detection systems for zero-day fast-spreading network attacks and botnets 

    Vahdani Amoli, Payam (University of Jyväskylä, 2015)
    Today, the occurrence of zero-day and complex attacks in high-speed networks is increasingly common due to the high number vulnerabilities in the cyber world. As a result, intrusions become more sophisticated and fast ...
  • UInDeSI4.0 : An efficient Unsupervised Intrusion Detection System for network traffic flow in Industry 4.0 ecosystem 

    Shukla, Amit, K.; Srivastav, Shubham; Kumar, Sandeep; Muhuri, Pranab, K. (Elsevier BV, 2023)
    In an Industry 4.0 ecosystem, all the essential components are digitally interconnected, and automation is integrated for higher productivity. However, it invites the risk of increasing cyber-attacks amid the current cyber ...
  • On data mining applications in mobile networking and network security 

    Zolotukhin, Mikhail (University of Jyväskylä, 2014)
  • Adaptive framework for network traffic classification using dimensionality reduction and clustering 

    Juvonen, Antti; Sipola, Tuomo (IEEE, 2012)
    Information security has become a very important topic especially during the last years. Web services are becoming more complex and dynamic. This offers new possibilities for attackers to exploit vulnerabilities by inputting ...
  • Browse materials
  • Browse materials
  • Articles
  • Conferences and seminars
  • Electronic books
  • Historical maps
  • Journals
  • Tunes and musical notes
  • Photographs
  • Presentations and posters
  • Publication series
  • Research reports
  • Research data
  • Study materials
  • Theses

Browse

All of JYXCollection listBy Issue DateAuthorsSubjectsPublished inDepartmentDiscipline

My Account

Login

Statistics

View Usage Statistics
  • How to publish in JYX?
  • Self-archiving
  • Publish Your Thesis Online
  • Publishing Your Dissertation
  • Publication services

Open Science at the JYU
 
Data Protection Description

Accessibility Statement

Unless otherwise specified, publicly available JYX metadata (excluding abstracts) may be freely reused under the CC0 waiver.
Open Science Centre