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Attack graphs are models that offer significant capabilities to analyse security in network systems. An attack graph allows the representation of vulnerabilities, exploits and conditions for each attack in a single unifying model. This paper proposes a methodology to explore the graph using a genetic algorithm (GA). Each attack path is considered as an independent attack scenario from the source of attack to the target. Many such paths form the individuals in the evolutionary GA solution. Thedoi:10.5121/ijnsa.2014.6303 fatcat:ly3dtd2h6ncitnlyzkw7kzncsy