A Neuro-Fuzzy Classifier for Intrusion Detection Systems

Publish Year: 1384
نوع سند: مقاله کنفرانسی
زبان: English
View: 1,613

This Paper With 6 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

ACCSI11_201

تاریخ نمایه سازی: 5 آذر 1390

Abstract:

Computer networks have experienced an explosive growth over the past few years and have become the targets for hackers and intruders. An intrusion detection system's main goal is to classify activities of a system into two major categories: normal activity and suspicious or intrusive activity. The objective of this paper is to expose ANFIS as a neuro-fuzzy classifier to detect intrusions in computer networks. Our experiments and evaluations were performed with the KDD Cup 99 intrusion detection dataset which is a version of the 1998 DARPA intrusion detection evaluation dataset prepared and managed by MIT Lincoln Laboratories. This paper shows that our proposed method can be effective in detecting various intrusions

Authors

Adel Nadjaran Toosi

Communication and Computer Research Lab. Faculty of Engineering,Ferdowsi University of Mashhad

Mohsen Kahani

Computer Engineering Department, Faculty of Engineering,Ferdowsi University of Mashhad

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • Abade M. S, Habibi J., Lucas C., "Intrusion detection using ...
  • Chiu, S., "Fuzzy Mode] Identification Based on Cluster Estimation, " ...
  • DARPA Intrusion Detection Evaluation: ...
  • http : //www _ _ .mit. edu/S S t/ideval/re sult/re ...
  • Dickerson J. E and Dickerson J. E., "Fuzzy network profiling ...
  • Fan W., Miller M., Stolfo SJ, Chan PK. "Using artificial ...
  • intrusions". Proceedings of the first IEEE international conference on data ...
  • نمایش کامل مراجع