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The mutation operator used in our approach is named Conflict-Based Mutation (CBM); it applies individually for the conflict chosen channel.
The mutation operators are as shown in Fig. 9. Fig. 9 Mutation operator used in the segment gene and node gene.
Data of FindBugs execution on each mutant are presented in Table 2. Information related to the warnings (grouped by bug kinds) reported by FindBugs and the mutation operator used to generate each mutant is registered.
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Figure2b shows an example of swap mutation operator, using an individual with five genes.
Table 2 also shows the p values of the t test with a confidence level of 0.05 on the best solution value between HGA without a mutation operator and with a mutation operator using different mutation probabilities for the instances.
The performance of any genetic algorithm generally varies accordingto the crossover and mutation operators used.
In ITS algorithm, mutation operation, a main operator used in genetic algorithm, is introduced to weaken the dependence of global search ability on tabu length.
Subsequently, a classical one point mutation operator was used to mutate randomly chosen genes.
For the mutation operator, we used the technique of swap mutation.
A new selection operator and a more comprehensive mutation operator are used.
(c) Mutation operator is used to keep the population diversified with probability, P m.
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