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A Dynamic Intrusion Detection System Based on Multivariate Hotelling’s T2 Statistics Approach for Network Environments
المؤلفون المشاركون
Avalappampatty Sivasamy, Aneetha
Sundan, Bose
المصدر
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-9، 9ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-08-18
دولة النشر
مصر
عدد الصفحات
9
التخصصات الرئيسية
الطب البشري
تكنولوجيا المعلومات وعلم الحاسوب
الملخص EN
The ever expanding communication requirements in today’s world demand extensive and efficient network systems with equally efficient and reliable security features integrated for safe, confident, and secured communication and data transfer.
Providing effective security protocols for any network environment, therefore, assumes paramount importance.
Attempts are made continuously for designing more efficient and dynamic network intrusion detection models.
In this work, an approach based on Hotelling’s T2 method, a multivariate statistical analysis technique, has been employed for intrusion detection, especially in network environments.
Components such as preprocessing, multivariate statistical analysis, and attack detection have been incorporated in developing the multivariate Hotelling’s T2 statistical model and necessary profiles have been generated based on the T-square distance metrics.
With a threshold range obtained using the central limit theorem, observed traffic profiles have been classified either as normal or attack types.
Performance of the model, as evaluated through validation and testing using KDD Cup’99 dataset, has shown very high detection rates for all classes with low false alarm rates.
Accuracy of the model presented in this work, in comparison with the existing models, has been found to be much better.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Avalappampatty Sivasamy, Aneetha& Sundan, Bose. 2015. A Dynamic Intrusion Detection System Based on Multivariate Hotelling’s T2 Statistics Approach for Network Environments. The Scientific World Journal،Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1079235
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Avalappampatty Sivasamy, Aneetha& Sundan, Bose. A Dynamic Intrusion Detection System Based on Multivariate Hotelling’s T2 Statistics Approach for Network Environments. The Scientific World Journal No. 2015 (2015), pp.1-9.
https://search.emarefa.net/detail/BIM-1079235
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Avalappampatty Sivasamy, Aneetha& Sundan, Bose. A Dynamic Intrusion Detection System Based on Multivariate Hotelling’s T2 Statistics Approach for Network Environments. The Scientific World Journal. 2015. Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1079235
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1079235
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
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