Cyber Security Using Modern Technologies

10 Generating Cyber Threat Intelligence to Discover Potential Security Threats Using Classification and Topic Modeling

Md Imran Hossen and Ashraful Islam

University of Louisiana at Lafayette

Farzana Anowar

University of Regina

Eshtiak Ahmed

Tampere University

Mohammed Masudur Rahman

Bangladesh University of Engineering and Technology

DOI: 10.1201/9781003267812-10

Contents

• 10.1 Introduction
  • 10.1.1 Background and Motivation
  • 10.1.2 Problem Statement and Goal
• 10.2 Methodology
  • 10.2.1 Data Collection
  • 10.2.2 Preprocessing and Dataset Construction
    • 10.2.2.1 Binary Dataset Construction
    • 10.2.2.2 Multi-Class Dataset Construction
  • 10.2.3 Feature Engineering
  • 10.2.4 Supervised Method: Classification
  • 10.2.5 Unsupervised Method: Topic Modeling
• 10.3 ...