The number of observations and conclusion are drawn from the results illustrated in Table 6. It shows that the
performance comparisons of false alarm rate using decision tree provides a more accurate classification of Normal,
DoS and R2L than the rule-based classifier. However, the rule-based classifier was more accurate when classifying
class Probe and U2R because it generates lower false alarm rate.