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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Little Lion Scientific Islamabad Pakistan
2015
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my.iium.irep.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 REM 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 |
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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/42849/1/42849.pdf http://irep.iium.edu.my/42849/4/42849_Strategic%20profiling%20for%20behaviour%20visualization%20of%20malicious%20node%20in%20MANETs_SCOPUS.pdf http://irep.iium.edu.my/42849/ http://www.jatit.org/volumes/Vol77No1/4Vol77No1.pdf |
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