Page 6 - Artificial Intelligence for the Internet of Everything
P. 6
CONTENTS
Contributors xi
1. Introduction 1
W.F. Lawless, Ranjeev Mittu, Donald A. Sofge, Ira S. Moskowitz,
Stephen Russell
1.1 Introduction: IoE: IoT, IoBT, and IoIT—Background and Overview 1
1.2 Introductions to the Technical Chapters 3
References 16
2. Uncertainty Quantification in Internet of Battlefield Things 19
Brian Jalaian, Stephen Russell
2.1 Introduction 19
2.2 Background and Motivating IoBT Scenario 20
2.3 Optimization in Machine Learning 22
2.4 Uncertainty Quantification in Machine Learning 32
2.5 Adversarial Learning in DNN 38
2.6 Summary and Conclusion 40
References 42
3. Intelligent Autonomous Things on the Battlefield 47
Alexander Kott, Ethan Stump
3.1 Introduction 47
3.2 The Challenges of Autonomous Intelligence on the Battlefield 49
3.3 AI Will Fight the Cyber Adversary 51
3.4 AI Will Perceive the Complex World 53
3.5 AI Enables Embodied Agents 56
3.6 Coordination Requires AI 59
3.7 Humans in the Ocean of Things 60
3.8 Summary 61
References 62
Further Reading 65
v