Game theoretic approach towards intrusion detection

Manjula C Belavagi; Balachandra M

doi:10.1109/INVENTIVE.2016.7823193

Game theoretic approach towards intrusion detection

Manjula C Belavagi, Balachandra M

Department of Information and Communication Technology, Manipal Institute of Technology, Manipal

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

5 Citations (Scopus)

Abstract

Today's network is distributed and heterogeneous in nature and has numerous applications which affect day to day life, such as e-Banking, e-Booking of tickets, on line shopping etc. Hence the security of the network is crucial. Threats in the network can be due to intrusions. Such threats can be observed and handled using Intrusion Detection System. The security can be achieved using intrusion detection system, which observes the data traffic and identifies it as an intrusion or not. The objective of this paper is to design a model using game theoretic approach for intrusion detection. Game model is designed by defining players, strategies and utility functions to identify the Probe attacks. This model is tested with NSLKDD data set. The model is the Probe attacks are identified by dominated strategies elimination method. Experimental results shows that game model identifies the attacks with good detection rate.

Original language	English
Title of host publication	Proceedings of the International Conference on Inventive Computation Technologies, ICICT 2016
Publisher	Institute of Electrical and Electronics Engineers Inc.
Volume	1
ISBN (Electronic)	9781509012855
DOIs	https://doi.org/10.1109/INVENTIVE.2016.7823193
Publication status	Published - 18-01-2017
Event	2016 International Conference on Inventive Computation Technologies, ICICT 2016 - Coimbatore, India Duration: 26-08-2016 → 27-08-2016

Conference

Conference	2016 International Conference on Inventive Computation Technologies, ICICT 2016
Country/Territory	India
City	Coimbatore
Period	26-08-16 → 27-08-16

All Science Journal Classification (ASJC) codes

Computer Vision and Pattern Recognition
Artificial Intelligence
Computer Graphics and Computer-Aided Design
Computer Networks and Communications
Computer Science Applications
Health Informatics

Access to Document

10.1109/INVENTIVE.2016.7823193

Cite this

@inproceedings{2e1e75af628c45ebb14465aa8cdac27f,

title = "Game theoretic approach towards intrusion detection",

abstract = "Today's network is distributed and heterogeneous in nature and has numerous applications which affect day to day life, such as e-Banking, e-Booking of tickets, on line shopping etc. Hence the security of the network is crucial. Threats in the network can be due to intrusions. Such threats can be observed and handled using Intrusion Detection System. The security can be achieved using intrusion detection system, which observes the data traffic and identifies it as an intrusion or not. The objective of this paper is to design a model using game theoretic approach for intrusion detection. Game model is designed by defining players, strategies and utility functions to identify the Probe attacks. This model is tested with NSLKDD data set. The model is the Probe attacks are identified by dominated strategies elimination method. Experimental results shows that game model identifies the attacks with good detection rate.",

author = "Belavagi, {Manjula C} and Balachandra M",

year = "2017",

month = jan,

day = "18",

doi = "10.1109/INVENTIVE.2016.7823193",

language = "English",

volume = "1",

booktitle = "Proceedings of the International Conference on Inventive Computation Technologies, ICICT 2016",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

address = "United States",

note = "2016 International Conference on Inventive Computation Technologies, ICICT 2016 ; Conference date: 26-08-2016 Through 27-08-2016",

}

Belavagi, MC & M, B 2017, Game theoretic approach towards intrusion detection. in Proceedings of the International Conference on Inventive Computation Technologies, ICICT 2016. vol. 1, 7823193, Institute of Electrical and Electronics Engineers Inc., 2016 International Conference on Inventive Computation Technologies, ICICT 2016, Coimbatore, India, 26-08-16. https://doi.org/10.1109/INVENTIVE.2016.7823193

TY - GEN

T1 - Game theoretic approach towards intrusion detection

AU - Belavagi, Manjula C

AU - M, Balachandra

PY - 2017/1/18

Y1 - 2017/1/18

N2 - Today's network is distributed and heterogeneous in nature and has numerous applications which affect day to day life, such as e-Banking, e-Booking of tickets, on line shopping etc. Hence the security of the network is crucial. Threats in the network can be due to intrusions. Such threats can be observed and handled using Intrusion Detection System. The security can be achieved using intrusion detection system, which observes the data traffic and identifies it as an intrusion or not. The objective of this paper is to design a model using game theoretic approach for intrusion detection. Game model is designed by defining players, strategies and utility functions to identify the Probe attacks. This model is tested with NSLKDD data set. The model is the Probe attacks are identified by dominated strategies elimination method. Experimental results shows that game model identifies the attacks with good detection rate.

AB - Today's network is distributed and heterogeneous in nature and has numerous applications which affect day to day life, such as e-Banking, e-Booking of tickets, on line shopping etc. Hence the security of the network is crucial. Threats in the network can be due to intrusions. Such threats can be observed and handled using Intrusion Detection System. The security can be achieved using intrusion detection system, which observes the data traffic and identifies it as an intrusion or not. The objective of this paper is to design a model using game theoretic approach for intrusion detection. Game model is designed by defining players, strategies and utility functions to identify the Probe attacks. This model is tested with NSLKDD data set. The model is the Probe attacks are identified by dominated strategies elimination method. Experimental results shows that game model identifies the attacks with good detection rate.

UR - http://www.scopus.com/inward/record.url?scp=85011079677&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85011079677&partnerID=8YFLogxK

U2 - 10.1109/INVENTIVE.2016.7823193

DO - 10.1109/INVENTIVE.2016.7823193

M3 - Conference contribution

VL - 1

BT - Proceedings of the International Conference on Inventive Computation Technologies, ICICT 2016

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2016 International Conference on Inventive Computation Technologies, ICICT 2016

Y2 - 26 August 2016 through 27 August 2016

ER -

Game theoretic approach towards intrusion detection

Abstract

Conference

All Science Journal Classification (ASJC) codes

Access to Document

Other files and links

Fingerprint

Cite this