Classification of IDS Alerts with Data Mining Techniques
  A data mining technique to reduce the amount of false alerts within an IDS system is proposed. The new technique achieves an accuracy of 99% compared to 97% by the current systems. 
Hany Nashat Gabra, Ayman Mohammad Bahaa-Eldin, Huda Korashy
cs.CR cs.DB cs.LG