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The exploration of new search space regions is therefore facilitated in addition to the efficient exploitation performed by the hill-climbing procedures.
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These six capacities are linked through three knowledge processes - knowledge exploration, retention and exploitation - performed either internally or externally.
SVM-Margin outperformed other selection methods in the TPR measure, while our AL methods, combination and exploitation, came close to SVM-Margin (SVM-Margin achieved 1 % better TPR rates than combination and 2%% better than exploitation) and performed better than random.
This operator controls the balance between the exploration and exploitation when performing the improvisation; 2.
This operator controls the balance between the exploration and exploitation when performing the improvisation; Random selection operator (RSO): it randomly changes a component of a harmony to generate a new one.
The followed methodology copes with the main drawbacks of the original implementation of CFF such as floating-point computation and memory allocation, in order to allow parallelism exploitation and perform algorithm optimizations.
The Anova tests between the AL methods provided P values lower than the 5%% (alpha) of the significance level; thus the difference between the exploitation and combination are statistically significant, confirming that exploitation AL method performed better than combination in terms of number of malicious PDF files acquired.
The total number of aggregation sessions with an exploitation outcome are performed within the first T(a p p l i c a t i o n)=200 epochs.
This indicates that our methods, exploitation and combination, performed as well as the SVM-Margin method with regard to predictive capabilities (TPR and FPR) but much better than SVM-Margin in acquiring a large number of new PDF malwares daily and in enriching the signature repository of the anti-virus.
Thus, from days four to 10, it performed like exploitation, and during these days they both outperformed the other methods (SVM-Margin and random selection).
Tabu search (TS) based local search is embedded in DCRO to perform exploitation process.
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