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Probing Attack Detection on Computer Networks using Support Vector Machine

نویسنده (ها)
  • Hamid Reza Shoja Moadab
  • Mohammad Mehdi Homayounpour
مربوط به کنفرانس دوازدهمین کنفرانس بین‌المللی سالانه انجمن کامپیوتر ایران
چکیده Attacks on Computer networks can be divided into four groups including denial of service (DOS), unauthorized access from remote machine (R2L), unauthorized access to super user privileges (U2R) and probing (Probe). Using information collected from a system along probing attack, an attacker can identify vulnerability of victim system and specify the kind of attack to penetrate that system. Probing attack is the preamble of other attacks, so if that attack is detected and prevented, the immunity of the system is more promoted . In this paper we use support vector machine (SVM) to detect probing attack. The results of our experiments performed on dataset provided by the DARPA intrusion detection evaluation program; show that SVM classifier outperforms many other classifiers for detection of probing attacks.
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