Advances in Cyber Security and Intelligent Analytics

Chapter 3NetFlow-based botnet detection in IoT edge environment using ensemble gradient boosting machine learning framework

D. Santhadevi and B. Janet

DOI: 10.1201/9781003269144-3

CONTENTS

• 3.1 Introduction

• 3.2 Literature survey

• 3.3 Methodology

  • 3.3.1 IoT edge security framework

  • 3.3.2 Pre-processing dataset

  • 3.3.3 Feature selection – random forest method

  • 3.3.4 Ensemble ML model – XGBoost

  • 3.3.5 Hyperparameter tuning – Bayesian optimization

• 3.4 Performance evaluation

  • 3.4.1 Dataset description

  • 3.4.2 Experimental setup

  • 3.4.3 Model evaluation metrics

• 3.5 Result analysis

• 3.6 Conclusion

• References

3.1 INTRODUCTION

The Internet of Things (IoT) can alter the future by bringing global objects into our hands. Because of the smart services, anybody ...