Automatic test data generation for big data input values

مقدم أطروحة جامعية

al-Buqur, Suud Muhammad Abd

مشرف أطروحة جامعية

al-Junayni, Muhammad Ali Hashim
Qutaysh, Usamah

الجامعة

جامعة الإسراء

الكلية

كلية تكنولوجيا المعلومات

القسم الأكاديمي

قسم هندسة البرمجيات

دولة الجامعة

الأردن

الدرجة العلمية

ماجستير

تاريخ الدرجة العلمية

2020

الملخص الإنجليزي

There is needed for the efficient intrusion detection system working over the network system to detect the whole possible attacks.

Intrusion detection is so much popular since the last two decades, where intruders attempted to break into or misuse the system.

There are many techniques used in intrusion detection (IDS) for protecting computers and networks from network-based and host-based attacks.

In this thesis, the proposed approach presents a new model for IDS using a bat algorithm that aims to select the best features using big data.

The proposed approach divided into several phases to extract and find all possible features that effect directly in the detection process.

The proposed approach was tested using the KNIME Analytics Platform based on Support Vector Machine (SVM) and Naive base classifiers.

The experiment results give a high accuracy (97.52%) with reducing the error classification into (2.47%) using the SVM classifier.

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الموضوعات

عدد الصفحات

51

قائمة المحتويات

Table of contents.

Abstract.

Chapter One : Introduction.

Chapter Two : Literature review.

Chapter Three : Research methodology.

Chapter Four : Results and discussion.

Chapter Five : Conclusion and future work.

References.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

al-Buqur, Suud Muhammad Abd. (2020). Automatic test data generation for big data input values. (Master's theses Theses and Dissertations Master). Isra University, Jordan
https://search.emarefa.net/detail/BIM-985131

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

al-Buqur, Suud Muhammad Abd. Automatic test data generation for big data input values. (Master's theses Theses and Dissertations Master). Isra University. (2020).
https://search.emarefa.net/detail/BIM-985131

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

al-Buqur, Suud Muhammad Abd. (2020). Automatic test data generation for big data input values. (Master's theses Theses and Dissertations Master). Isra University, Jordan
https://search.emarefa.net/detail/BIM-985131

لغة النص

الإنجليزية

نوع البيانات

رسائل جامعية

رقم السجل

BIM-985131