2011 IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA) 2011
DOI: 10.1109/cisda.2011.5945942
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High-dimensional objective-based data farming

Abstract: Abstract-In objective-based data farming, decision variables of the Red Team are evolved using evolutionary algorithms such that a series of rigorous Red Team strategies can be generated to assess the Blue Team's operational tactics. Typically, less than 10 decision variables (out of 1000+) are selected by subject matter experts (SMEs) based on their past experience and intuition. While this approach can significantly improve the computing efficiency of the data farming process, it limits the chance of discove… Show more

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Cited by 3 publications
(1 citation statement)
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“…However, RTing is personnel intensive, and therefore expensive, and so is used in only a limited number of case investigations (Yang, Abbass and Sarker, 2006). The cost of manual implementation of RTing, and the consequent limited number of cases which can be explored have resulted in attempts to develop automated RTing methods so that a much wider range of scenarios can be investigated (Zeng et al, 2011). Automation of RT methods which enable the systematic exploration of a significant space of options produce a set of results associated with the wide range of scenario variations and consequently enable a much greater generalizability of the results (Lafond and DuCharme, 2011).…”
Section: Red-teaming In Military/security Studiesmentioning
confidence: 99%
“…However, RTing is personnel intensive, and therefore expensive, and so is used in only a limited number of case investigations (Yang, Abbass and Sarker, 2006). The cost of manual implementation of RTing, and the consequent limited number of cases which can be explored have resulted in attempts to develop automated RTing methods so that a much wider range of scenarios can be investigated (Zeng et al, 2011). Automation of RT methods which enable the systematic exploration of a significant space of options produce a set of results associated with the wide range of scenario variations and consequently enable a much greater generalizability of the results (Lafond and DuCharme, 2011).…”
Section: Red-teaming In Military/security Studiesmentioning
confidence: 99%