Strategic profiling for behaviour visualization of malicious node in MANETs using game theory

In Mobile Adhoc Network (MANET), one of the precarious problems is of identifying the malicious nodes. The identification and later mitigation of the same becomes an immensely difficult task especially when selfish / erroneous nodes exist along with normal collaborative nodes in the Regular camp....

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Main Authors:	Khan, Burhan ul Islam, Olanrewaju, Rashidah Funke, Mir, Roohie Naaz, Baba, Asifa, Adebayo, Balagon Wasiu
Format:	Article
Language:	English English
Published:	Little Lion Scientific Islamabad Pakistan 2015
Subjects:	Q Science (General)
Online Access:	http://irep.iium.edu.my/42849/ http://irep.iium.edu.my/42849/ http://irep.iium.edu.my/42849/1/42849.pdf http://irep.iium.edu.my/42849/4/42849_Strategic%20profiling%20for%20behaviour%20visualization%20of%20malicious%20node%20in%20MANETs_SCOPUS.pdf

id	iium-42849
recordtype	eprints
spelling	iium-428492017-11-07T00:52:14Z http://irep.iium.edu.my/42849/ Strategic profiling for behaviour visualization of malicious node in MANETs using game theory Khan, Burhan ul Islam Olanrewaju, Rashidah Funke Mir, Roohie Naaz Baba, Asifa Adebayo, Balagon Wasiu Q Science (General) In Mobile Adhoc Network (MANET), one of the precarious problems is of identifying the malicious nodes. The identification and later mitigation of the same becomes an immensely difficult task especially when selfish / erroneous nodes exist along with normal collaborative nodes in the Regular camp. The presence of selfish nodes is potentially harmful as similar behaviour can be imitated by malicious nodes which are the point of concern of many security aspects. The paper accentuates the use of game theory and probability theory considering selfish nodes in the regular node camp while modelling the Regular versus Malicious node game and thereby enhancing the prior mathematical schema of strategical decision making to accommodate for the same. The framework effectively represent the various unpredictable actions of node cooperation, node declination, node attacks, as well as node reporting that can model the strategic profiling of various mobile nodes. A significant focus is given on Perfect Bayesian Equilibrium (PBE) strategy which forms as the basis of all the result analysis. The enhancement is shown in terms of 63% lesser false positives which favors higher overall network utility (modelled as utility of regular nodes in the game) with selfish / erroneous nodes existing in the network when collating the proposed schema with prior work. Little Lion Scientific Islamabad Pakistan 2015-07-10 Article PeerReviewed application/pdf en http://irep.iium.edu.my/42849/1/42849.pdf application/pdf en http://irep.iium.edu.my/42849/4/42849_Strategic%20profiling%20for%20behaviour%20visualization%20of%20malicious%20node%20in%20MANETs_SCOPUS.pdf Khan, Burhan ul Islam and Olanrewaju, Rashidah Funke and Mir, Roohie Naaz and Baba, Asifa and Adebayo, Balagon Wasiu (2015) Strategic profiling for behaviour visualization of malicious node in MANETs using game theory. Journal of Theoretical and Applied Information Technology, 77 (1). pp. 25-43. ISSN 1817-3195 (O), 1992-8645 (P) http://www.jatit.org/volumes/Vol77No1/4Vol77No1.pdf
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	Q Science (General)
spellingShingle	Q Science (General) Khan, Burhan ul Islam Olanrewaju, Rashidah Funke Mir, Roohie Naaz Baba, Asifa Adebayo, Balagon Wasiu Strategic profiling for behaviour visualization of malicious node in MANETs using game theory
description	In Mobile Adhoc Network (MANET), one of the precarious problems is of identifying the malicious nodes. The identification and later mitigation of the same becomes an immensely difficult task especially when selfish / erroneous nodes exist along with normal collaborative nodes in the Regular camp. The presence of selfish nodes is potentially harmful as similar behaviour can be imitated by malicious nodes which are the point of concern of many security aspects. The paper accentuates the use of game theory and probability theory considering selfish nodes in the regular node camp while modelling the Regular versus Malicious node game and thereby enhancing the prior mathematical schema of strategical decision making to accommodate for the same. The framework effectively represent the various unpredictable actions of node cooperation, node declination, node attacks, as well as node reporting that can model the strategic profiling of various mobile nodes. A significant focus is given on Perfect Bayesian Equilibrium (PBE) strategy which forms as the basis of all the result analysis. The enhancement is shown in terms of 63% lesser false positives which favors higher overall network utility (modelled as utility of regular nodes in the game) with selfish / erroneous nodes existing in the network when collating the proposed schema with prior work.
format	Article
author	Khan, Burhan ul Islam Olanrewaju, Rashidah Funke Mir, Roohie Naaz Baba, Asifa Adebayo, Balagon Wasiu
author_facet	Khan, Burhan ul Islam Olanrewaju, Rashidah Funke Mir, Roohie Naaz Baba, Asifa Adebayo, Balagon Wasiu
author_sort	Khan, Burhan ul Islam
title	Strategic profiling for behaviour visualization of malicious node in MANETs using game theory
title_short	Strategic profiling for behaviour visualization of malicious node in MANETs using game theory
title_full	Strategic profiling for behaviour visualization of malicious node in MANETs using game theory
title_fullStr	Strategic profiling for behaviour visualization of malicious node in MANETs using game theory
title_full_unstemmed	Strategic profiling for behaviour visualization of malicious node in MANETs using game theory
title_sort	strategic profiling for behaviour visualization of malicious node in manets using game theory
publisher	Little Lion Scientific Islamabad Pakistan
publishDate	2015
url	http://irep.iium.edu.my/42849/ http://irep.iium.edu.my/42849/ http://irep.iium.edu.my/42849/1/42849.pdf http://irep.iium.edu.my/42849/4/42849_Strategic%20profiling%20for%20behaviour%20visualization%20of%20malicious%20node%20in%20MANETs_SCOPUS.pdf
first_indexed	2023-09-18T21:01:03Z
last_indexed	2023-09-18T21:01:03Z
_version_	1777410626218360832

Strategic profiling for behaviour visualization of malicious node in MANETs using game theory

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