Series Preface xxi
Preface xxiii
Acknowledgements xxvii
Part 1: Digital Immune System: Principles 1
1 Digital Immune System Approach Toward the Impact of Gig Faculty on Organizational Learning Within Higher Education Institutes 3
Nimisha Singh, Sonam Gupta and Anshu Yadav
1.1 Introduction 4
1.2 Literature Review 5
1.3 Methodology 8
1.4 Discussion and Conclusion 15
1.5 Conclusion: Underinvestment in Training, Professional Development, and Quality Assurance 16
1.6 Future Scope 17
References 20
2 The Economics of Implementing Digital Immune Systems 23
Ritesh Kumar Dubey and Prince Bhatia
2.1 Introduction 24
2.2 Economics of Implementing a Digital Immune System 27
2.3 Evolving Landscape of Digital Immune Systems 31
2.4 Conclusion 34
References 36
3 Blockchain-Based Digital Immune System for IoT Security with Adaptive Threat Detection and Automated Response 37
Chandra Priya Jayabal and Sujata Priyambada Dash
3.1 Introduction 38
3.2 Essential DIS Core Concepts 38
3.3 Related Works 40
3.4 Methodology 41
3.5 Experimental Setup 52
3.6 Conclusion and Future Scope 56
References 57
4 Blockchain Technology's Potential Use in Decentralized Financial Services 59
Dileep Kumar Murala
4.1 Introduction 60
4.2 Related Works 64
4.3 Decentralized Finance Promises 68
4.4 The Main Business Models in Decentralized Finance 70
4.5 Tools, Methods, Services, and Blockchain-Based Financial Services Applications 73
4.6 Research Proposition 78
4.7 Limitations and Feature Scope 85
4.8 Conclusion 87
References 88
5 A Self-Tuning Digital Immune Cybersecurity Model for Manufacturing Industry 4.0 93
Vasamsheti Adarsh, Sashikala Parimi and Vaibhav Mishra
5.1 Introduction: Cybersecurity and Manufacturing Industry 4.0 in the Fourth Industrial Revolution 94
5.2 Significant Cybersecurity Challenges in Manufacturing Industry 4.0 95
5.3 Increased Attack Surface 96
5.4 Legacy Systems and Insecure Networks 96
5.5 Third Industrial Revolution Machine Control Systems - Industrial Control Systems and Supervisory Control and Data Acquisition Security 97
5.6 Supply Chain Vulnerabilities 98
5.7 Virus 98
5.8 Types of Malwares 98
5.9 Data Privacy and Intellectual Property Protection 99
5.10 Insider Threats 100
5.11 Challenging Stint for Cybersecurity in Manufacturing Industry 4.0 100
5.12 Self-Tuning Model 101
5.13 Self-Tuning Model Application and Functionality 103
5.14 Self-Tuning Model and Industry 4.0 103
5.15 Applications for Self-Tuning Models in Manufacturing Industry 4.0 105
5.16 Self-Tuning Model and Cybersecurity 105
5.17 Digital Immune System 107
5.18 Key Roles of Cybersecurity in the Digital Immune System 109
5.19 Self-Tuning Model Integrated into a Digital Immune System 110
5.20 Proposed Digital Immune Model 112
5.21 Conceptual Model Integrating Digital Immune Systems, Self-Tuning Models, Cybersecurity, and Manufacturing Industry 4.0 113
5.22 Interdependence of Cybersecurity, Self-Tuning Model, and Digital Immune System 114
5.23 Conclusion 116
References 116
Part 2: Digital Immune System: Applications 121
6 Integrating GANs for Enhanced Phishing Detection in Digital Immune Systems 123
Sherwin Akshay J. G., Hari Varshan S. R., Radhika G. and Radhika N.
6.1 Introduction 124
6.2 Literature Review 127
6.3 Rise of Machine Learning in Cybersecurity 130
6.4 Proposed Methodology 131
6.5 Comparative Analysis with Traditional Methods 133
6.6 Performance Evaluation and Benchmarking 135
6.7 Challenges and Future Trends 139
6.8 Results and Discussion 141
6.9 Conclusion 143
References 143
7 Managing Complexity in Cybersecurity: The Necessity of Human Oversight in Digital Immune Systems from Behavioral Forensic Perspective 145
Bhartrihari Pandiya and Prasad Kulkarni
7.1 Introduction 146
7.2 Literature Review 148
7.3 Case Studies Highlighting Human Oversight 151
7.4 Proposed Model 156
7.5 Conclusion 159
7.6 Managerial Implications 161
References 164
8 Ontologically Structured Methods for Evaluating Semantic Textual Similarity in Security Applications 167
Atul Gupta, Rohit Saxena, Vishal Nagar and Satyasundara Mahapatra
8.1 Introduction 168
8.2 Related Work Based on Topological Methodology 169
8.3 Methods of Semantic Similarity Computation 170
8.4 Hybrid Approach 173
8.5 String-Based Similarity 174
8.6 Similarity Based on Terms 175
8.7 Proposed Methodology 176
8.8 Results 178
8.9 Software Used for Computing Semantic Similarity 178
8.10 Conclusion 179
References 179
9 Building Human-Centric Cyber Resilience - The Role of HR Practices 183
Preshita Neha Tudu, Aparna Rani, Steffi L. and Chavali Akhila
9.1 Introduction 183
9.2 Cybersecurity and Cyber Resilience - Different or Same? 186
9.3 Does Cyber Resilience Bolster an Organization's Cybersecurity? 188
9.4 The Evolving Role of Human Resources in Cyber Resilience and Data Protection 190
9.5 The Role of Human Resources in Building Cyber Resilient Organizations 193
9.6 The Future and Challenges of Human Resources and Cyber Resilience 203
9.7 Conclusion 206
References 207
10 Blockchain-Based Cybersecurity: A New Era of Data Protection 211
Sagiraju Harinadharaju, Manjunadh Muvva, Bvv Satyanarayana, Rithish Abinav and Pooja Mishra
10.1 Introduction 211
10.2 Fundamentals of Blockchain Technology 213
10.3 Blockchain for Data Security 216
10.4 Real-World Case Studies and Applications 218
10.5 Integration with Emerging Technologies 220
10.6 Economic, Environmental, and Social Implications 220
10.7 Regulatory, Legal, and Compliance Considerations 222
10.8 Challenges and Future Research Directions 222
10.9 Conclusions and Future Outlooks 223
References 225
Part 3: Digital Immune System: Novel Practices 229
11 Blockchain Technology and Intelligent Networking for the Metaverse 231
Dileep Kumar Murala, Pradosh Kumar Gantayat, Sandeep Kumar Panda and K. Vara Prasada Rao
11.1 Introduction 232
11.2 Blockchain for the Metaverse 233
11.3 Review of Existing Literature 240
11.4 Smart Network Architecture Using Blockchain 245
11.5 Blockchain Meets Intelligent Networking in the Metaverse 251
11.6 Challenges and Future Scope 256
11.7 Conclusion 258
References 259
12 Role of AI in Digital Immune Systems 269
Sanjay Fuloria
12.1 Introduction 270
12.2 Origin of Digital Immune Systems 271
12.3 Underlying Principles of Digital Immune Systems 272
12.4 Artificial Intelligence's Expanding Role in Cybersecurity 273
12.5 Key Machine Learning Approaches in Digital Immune Systems 275
12.6 Deep Learning and Advanced Threat Identification 276
12.7 Artificial Immune Systems and Intrusion Detection 277
12.8 Real-Time Threat Intelligence and Automated Orchestration 278
12.9 Practical Examples and Case Studies 279
12.10 Core Implementation Challenges 280
12.11 Regulatory Constraints 281
12.12 Emerging Horizons and Research Directions 282
12.13 Federated Learning and Edge-Based AI 282
12.14 Harmonizing Automated Systems and Human Expertise 283
References 286
13 AI-Powered Cybersecurity for Next-Generation Threats 289
Suryadeep Kumar Mahto, Bharat Singh, Nidhi Kushwaha and Rajiv Kumar
13.1 Introduction 290
13.2 Overview of Digital Immune Systems 290
13.3 Key Machine Learning Algorithms for Digital Immunity 294
13.4 Key Artificial Intelligence-Driven Capabilities in Digital Immune Systems 296
13.5 Case Studies: Machine Learning-Powered Intrusion Detection Systems 300
13.6 Conclusion 302
References 302
14 Building Adaptive Digital Immune Systems: A Framework for Large¿Scale Organizational Resilience 305
Shikha Gupta, Rajeev Kumar Ray, Amit Singh and Anuj Pal Kapoor
14.1 Introduction 306
14.2 Framework to Outcomes: Measuring Digital Immune Systems Effectiveness 307
14.3 Dimensions of Scalability in Digital Immune Systems 309
14.4 Architectural Principles for Scalable Digital Immune Systems 310
14.5 Data Governance and Analytics at Scale 312
14.6 Organizational Structures and Governance for Scaled Digital Immune Systems 314
14.7 Implementation Strategies for Enterprise-Scale Digital Immune Systems 316
14.8 Adapting Digital Immune Systems to Future Challenges and Technological Shifts 318
14.9 Conclusion 319
References 320
15 Blockchain-Based Drug Authentication: Leveraging zk-SNARKs and IPFS for Enhanced Security 323
R. M. Sabriesh Ram Kumar, L.R.S. Harjith, Binil Rohaan, Raghul Gandhi and Pooja Mishra
15.1 Introduction 324
15.2 Understanding Blockchain 325
15.3 Security in Digital Systems 327
15.4 Data Security in Blockchain 327
15.5 Introduction to Interplanetary File Systems 328
15.6 Introduction to Zero-Knowledge Succinct Non-Interactive Arguments of Knowledge 329
15.7 Need for Blockchain in Drug Traceability 331
15.8 Implementation of Blockchain-Based Drug Traceability System 332
15.9 Advantages and Challenges of Blockchain in Drug Traceability 337
15.10 Future Scope 339
References 340
16 Privacy-Preserving and Scalable Authentication Using zk-SNARK¿Based ZKP Blockchain PKI 343
Amrutanshu Panigrahi, Bibhuprasad Sahu, Abhilash Pati and Subrata Chowdhury
16.1 Introduction 344
16.2 Literature Survey 346
16.3 Background Study 350
16.4 Proposed Methodology 356
16.5 Workflow of the Proposed Public Key Infrastructure 359
16.6 Result and Analysis 362
16.7 Conclusion 365
References 366
Index 369
