Cyber Security Using Modern Technologies

16 Encrypted Network Traffic Classification and Application Identification Employing Deep Learning

Jyoti Mishra and Mahendra Tiwari

University of Allahabad

DOI: 10.1201/9781003267812-16

Contents

• 16.1 Introduction
• 16.2 Literature Review
• 16.3 Deep Learning and CNN
  • 16.3.1 Deep Learning
  • 16.3.2 Convolutional Neural Networks
• 16.4 Material and Methods
• 16.5 Dataset
• 16.6 Preprocessing
  • 16.6.1 Labelling Dataset
  • 16.6.2 Model Architecture
• 16.7 Experimental Results and Discussion
• 16.8 Conclusion
• References

16.1 Introduction

In modern day’s network communication systems, network traffic classification is a critical task [1]. Tahaei et al.’s interest in traffic categorization algorithms to address various issues in Internet of Things (IoT) applications ...