Data-Driven Intelligence in Wireless Networks

7Data-Driven Techniques for Intrusion Detection in Wireless Networks

Lina Elmoiz Alatabani

Department of Data Communication and Network Engineering, The Future University, Sudan

Elmustafa Sayed Ali

Department of Electrical Engineering, Red Sea University, Sudan

Rashid A. Saeed

Computer Engineering Department, Taif University, Saudi Arabia

DOI: 10.1201/9781003216971-9

CONTENTS

1. 7.1 Introduction

2. 7.2 Wireless Network Attacks Background

3. 7.3 Data-Driven Techniques in Intrusion Detection Systems (IDS)

   1. 7.3.1 Machine Learning Techniques

   2. 7.3.2 General ML Classifications Used in IDS

4. 7.4 Data-Driven IDS Models and Algorithms

   1. 7.4.1 Decision Tree-Based Intrusion Detection

   2. 7.4.2 Support Vector Machine (SVM)

   3. 7.4.3 Naїve Bayes

   4. 7.4.4 Regression

   5. 7.4.5 Clustering ...