Contents

pp v-viii

Foreword

pp ix-x

Preface

pp xi-xii

1 - Introduction

pp 1-5

2 - Background

pp 6-14

Part I - Understanding the Behavior of Malicious Hackers

pp 15-16

3 - Mining Key-hackers

pp 17-42

4 - Reasoning about Hacker Engagement

pp 43-59

5 - Uncovering Communities of Malware and Exploit Vendors

pp 60-74

Part II - Predicting Imminent Cyber-Threats

pp 75-76

6 - Identifying Exploits in theWild Proactively

pp 77-107

7 - Predicting Enterprise-Targeted External Cyber-attacks

pp 108-126

8 - Bringing Social Network Analysis to Aid in Cyber-attack Prediction

pp 127-162

9 - Finding At-Risk Systems without Software Vulnerability Identifiers (CVEs)

pp 163-182

10 - Final Considerations

pp 183-188

References

pp 189-202

Index

pp 203-212