Omessaad Hamdi
e-Health Security Management
Communications Security, Data Processing Security and Patient Privacy
Omessaad Hamdi
e-Health Security Management
Communications Security, Data Processing Security and Patient Privacy
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Digital evolution, whether through Internet advances or the development of connected objects, has triggered a veritable societal revolution. Thanks to technological advances, e-health services enable healthcare professionals to monitor patients in real time. However, new challenges have also arisen in the field of e-health, concerning the security of medical data, as well as the protection of patient privacy. After presenting e-health architectures and explaining the proliferation of cyber attacks, e-Health Security Management focuses on proposing solutions designed to meet these security…mehr
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Digital evolution, whether through Internet advances or the development of connected objects, has triggered a veritable societal revolution. Thanks to technological advances, e-health services enable healthcare professionals to monitor patients in real time. However, new challenges have also arisen in the field of e-health, concerning the security of medical data, as well as the protection of patient privacy. After presenting e-health architectures and explaining the proliferation of cyber attacks, e-Health Security Management focuses on proposing solutions designed to meet these security imperatives and respect patient privacy, such as the use of blockchain, "biometrics", new encryption methods or artificial intelligence. Implementing these solutions is crucial to guarantee the acceptance and effectiveness of e-health services.
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Hinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Produktdetails
- Produktdetails
- Verlag: ISTE Ltd
- Seitenzahl: 256
- Erscheinungstermin: 18. Februar 2025
- Englisch
- ISBN-13: 9781789451795
- ISBN-10: 1789451795
- Artikelnr.: 72187026
- Herstellerkennzeichnung
- Produktsicherheitsverantwortliche/r
- Europaallee 1
- 36244 Bad Hersfeld
- gpsr@libri.de
- Verlag: ISTE Ltd
- Seitenzahl: 256
- Erscheinungstermin: 18. Februar 2025
- Englisch
- ISBN-13: 9781789451795
- ISBN-10: 1789451795
- Artikelnr.: 72187026
- Herstellerkennzeichnung
- Produktsicherheitsverantwortliche/r
- Europaallee 1
- 36244 Bad Hersfeld
- gpsr@libri.de
Omessaad Hamdi is a member of the IEEE and has a PhD in computer science. Her research focuses on information systems security.
Chapter 1 Overview of e-Health Architectures 1
Omessaad Hamdi
1.1 Introduction 1
1.2 Definitions 2
1.2.1 e-Health 2
1.2.2 Telehealth 2
1.2.3 m-Health 2
1.2.4 Telemedicine 2
1.3 e-Health services 3
1.4 Requirements for e-health systems 4
1.5 e-Health system architecture 5
1.5.1 Components of an e-health architecture 6
1.5.2 Features of e-health systems 6
1.6 e-Health system technologies 8
1.6.1 Devices 8
1.6.2 Connecting technologies 9
1.6.3 Other technologies 10
1.7 Security in e-health systems 12
1.7.1 Security services 12
1.7.2 Legal environment for e-health systems 13
1.8 Medical data security 14
1.8.1 Cryptography 14
1.8.2 Biometrics 16
1.8.3 Blockchain 17
1.9 Perspectives 19
1.10 Conclusion 20
1.11 References 21
Chapter 2 Vulnerabilities in e-Health and Countermeasures 27
Aida Ben Chehida Douss And Ryma Abassi
2.1 Introduction 27
2.2 The importance of digitization in healthcare systems 28
2.3 The challenges of digitization in e-health systems 30
2.4 Cyber-attacks in the healthcare sector 31
2.4.1 Profiles of cybercriminals 32
2.4.2 Motivations of cybercriminals 33
2.4.3 Risks and repercussions 35
2.4.4 Types of attacks 36
2.5 Security incidents in the healthcare sector 39
2.5.1 Example of a phishing attack 40
2.5.2 Examples of ransomware attacks 40
2.5.3 Examples of data theft attacks 41
2.5.4 Examples of DDoS attacks 42
2.5.5 Example of an internal attack 42
2.6 Existing security measures for e-health systems 42
2.7 Recommendations for protecting e-health systems 45
2.7.1 Risk management methods 45
2.7.2 Technical and organizational recommendations 46
2.7.3 Raising awareness and training 47
2.8 Conclusion 48
2.9 References 49
Chapter 3 Security Policies for e-Health Systems 53
Ryma Abassi
3.1 Introduction 53
3.2 The concept of the security policy 54
3.2.1 Definition 54
3.2.2 Modeling a security policy 57
3.3 Environment for specifying, validating and testing security policies 61
3.3.1 Specifying a security policy 61
3.3.2 The concept of executable security policy 63
3.3.3 Testing a security policy 64
3.4 Security Services For E-Health Systems 66
3.4.1 The e-health concept 66
3.4.2 Comparison of national digital health infrastructure security
policies 67
3.5 Security requirements for e-health platforms 69
3.5.1 Essential security functions 69
3.5.2 Security models 70
3.6 Future security challenges for e-health 73
3.7 Conclusion 74
3.8 References 74
Chapter 4 Adaptive, Dynamic, Decentralized Authorizations for e-Health 77
Tidiane Sylla, Mohamed Aymen Chalouf, Léo Mendiboure And Francine Krief
4.1 Introduction 77
4.2 Fundamental principles 79
4.2.1 Concept of e-health 79
4.2.2 Context-aware computing and security in the IoT 81
4.2.3 Authentication and Authorization for Constrained Environments
(ACE-OAuth) 86
4.2.4 Blockchain 89
4.3 Proposal for dynamic, decentralized adaptation of e-health
authorizations 91
4.3.1 Threat model for the environment under consideration 91
4.3.2 Proposed architecture for dynamic, decentralized authorization
management 92
4.4 Conclusion 100
4.5 References 101
Chapter 5 Applying Blockchain to e-Health 107
Cyrine Lahsini, Faiza Hamdi And Omessaad Hamdi
5.1 Introduction 107
5.2 Blockchain technology 108
5.2.1 Blockchain fundamentals 108
5.2.2 Blockchain categories 110
5.2.3 Characteristics of the blockchain 112
5.3 Health sector 113
5.3.1 Patients 113
5.3.2 Doctors 114
5.3.3 Insurance sector 114
5.3.4 Pharmaceutical industry 115
5.3.5 Government 115
5.4 Issues and challenges for the healthcare sector 115
5.4.1 Quality 116
5.4.2 Coordination 117
5.4.3 Integrity 117
5.4.4 Transparency 118
5.4.5 Traceability 118
5.4.6 Interoperability 119
5.4.7 Data sharing 120
5.4.8 Costs 120
5.4.9 Data volume 121
5.5 Application of blockchain technology in e-health systems 122
5.5.1 Electronic health records 122
5.5.2 Pharmaceutical supply chain 123
5.5.3 Patient follow-up 124
5.5.4 Scientific research in the health sector 125
5.5.5 Analyzing medical data 126
5.6 Implementing blockchain technology in healthcare 127
5.6.1 MedRec 127
5.6.2 MedCredits 128
5.6.3 MIStore 128
5.6.4 Robomed 129
5.6.5 HealthChain 129
5.6.6 Medicalchain 129
5.7 Contribution of the blockchain solution 130
5.8 Conclusion 133
5.9 References 134
Chapter 6 Using Biometrics to Secure Intra-BAN Communications 137
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
6.1 Introduction 137
6.2 Security for WBAN 138
6.2.1 Architecture of an e-health system 138
6.2.2 Security requirements for WBANs 139
6.2.3 WBAN attacks 140
6.3 Security solutions for intra-WBAN communications 140
6.3.1 TinySec 141
6.3.2 Biometric methods 141
6.3.3 ZigBee security 141
6.3.4 Bluetooth security 141
6.3.5 Elliptical curve cryptography 142
6.4 Biometric data-based security solutions for WBANs 143
6.4.1 Biometrics 143
6.4.2 Examples of security approaches for intra-WBAN communications using
biometrics 145
6.4.3 The approach of Sammoud et al 147
6.5 Discussion 154
6.6 Conclusion 155
6.7 References 158
Chapter 7 Using Biometrics for Authentication in e-Health Systems 161
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
7.1 Introduction 161
7.2 e-Health systems 162
7.2.1 Architecture 162
7.2.2 Security services 163
7.3 Authentication techniques 163
7.3.1 Authentication factors 164
7.3.2 Types of authentications 164
7.4 Biometric authentication 166
7.4.1 Biometric features 166
7.4.2 Biometric system effectiveness 167
7.4.3 Performance measures for biometric systems 168
7.5 Multimodal authentication 168
7.6 Multi-factor authentication approaches for e-health system security 169
7.6.1 Sammoud et al.'s approach 173
7.7 Conclusion 178
7.8 References 179
Chapter 8 Security of Medical Data Processing 183
Manel Abdelhedi And Omessaad Hamdi
8.1 Introduction 183
8.2 Homomorphic encryption 185
8.2.1 Definition 185
8.2.2 Terminology 186
8.2.3 Partially homomorphic encryption 187
8.2.4 Somewhat homomorphic encryption 190
8.2.5 Fully homomorphic encryption 191
8.2.6 Comparative study 193
8.2.7 Application of HE to secure e-health solutions 198
8.3 Attribute-based encryption 200
8.3.1 Key-policy attribute-based encryption 201
8.3.2 Ciphertext-policy attribute-based encryption 202
8.3.3 Comparative study 203
8.3.4 Application of ABE to secure e-health solutions 204
8.4 Conclusion 206
8.5 References 207
Chapter 9 Artificial Intelligence for Security of e-Health Systems 213
Mohamed Aymen Chalouf, Hana Mejri And Omessaad Hamdi
9.1 Introduction 213
9.2 e-Health systems 214
9.3 e-Health system security 215
9.3.1 Potential attacks 216
9.3.2 Security services 216
9.3.3 Security solutions 218
9.4 Artificial intelligence techniques 220
9.4.1 Machine learning 221
9.4.2 Deep learning 222
9.5 Intrusion detection based on artificial intelligence 223
9.5.1 IDS based on supervised learning 224
9.5.2 IDS based on unsupervised learning 225
9.5.3 IDS based on deep learning 226
9.6 AI-based IDS in WBANs 226
9.6.1 Tested learning techniques 227
9.6.2 Implementation and results 227
9.7 Conclusion 232
9.8 References 233
List of Authors 237
Index 239
Omessaad Hamdi
1.1 Introduction 1
1.2 Definitions 2
1.2.1 e-Health 2
1.2.2 Telehealth 2
1.2.3 m-Health 2
1.2.4 Telemedicine 2
1.3 e-Health services 3
1.4 Requirements for e-health systems 4
1.5 e-Health system architecture 5
1.5.1 Components of an e-health architecture 6
1.5.2 Features of e-health systems 6
1.6 e-Health system technologies 8
1.6.1 Devices 8
1.6.2 Connecting technologies 9
1.6.3 Other technologies 10
1.7 Security in e-health systems 12
1.7.1 Security services 12
1.7.2 Legal environment for e-health systems 13
1.8 Medical data security 14
1.8.1 Cryptography 14
1.8.2 Biometrics 16
1.8.3 Blockchain 17
1.9 Perspectives 19
1.10 Conclusion 20
1.11 References 21
Chapter 2 Vulnerabilities in e-Health and Countermeasures 27
Aida Ben Chehida Douss And Ryma Abassi
2.1 Introduction 27
2.2 The importance of digitization in healthcare systems 28
2.3 The challenges of digitization in e-health systems 30
2.4 Cyber-attacks in the healthcare sector 31
2.4.1 Profiles of cybercriminals 32
2.4.2 Motivations of cybercriminals 33
2.4.3 Risks and repercussions 35
2.4.4 Types of attacks 36
2.5 Security incidents in the healthcare sector 39
2.5.1 Example of a phishing attack 40
2.5.2 Examples of ransomware attacks 40
2.5.3 Examples of data theft attacks 41
2.5.4 Examples of DDoS attacks 42
2.5.5 Example of an internal attack 42
2.6 Existing security measures for e-health systems 42
2.7 Recommendations for protecting e-health systems 45
2.7.1 Risk management methods 45
2.7.2 Technical and organizational recommendations 46
2.7.3 Raising awareness and training 47
2.8 Conclusion 48
2.9 References 49
Chapter 3 Security Policies for e-Health Systems 53
Ryma Abassi
3.1 Introduction 53
3.2 The concept of the security policy 54
3.2.1 Definition 54
3.2.2 Modeling a security policy 57
3.3 Environment for specifying, validating and testing security policies 61
3.3.1 Specifying a security policy 61
3.3.2 The concept of executable security policy 63
3.3.3 Testing a security policy 64
3.4 Security Services For E-Health Systems 66
3.4.1 The e-health concept 66
3.4.2 Comparison of national digital health infrastructure security
policies 67
3.5 Security requirements for e-health platforms 69
3.5.1 Essential security functions 69
3.5.2 Security models 70
3.6 Future security challenges for e-health 73
3.7 Conclusion 74
3.8 References 74
Chapter 4 Adaptive, Dynamic, Decentralized Authorizations for e-Health 77
Tidiane Sylla, Mohamed Aymen Chalouf, Léo Mendiboure And Francine Krief
4.1 Introduction 77
4.2 Fundamental principles 79
4.2.1 Concept of e-health 79
4.2.2 Context-aware computing and security in the IoT 81
4.2.3 Authentication and Authorization for Constrained Environments
(ACE-OAuth) 86
4.2.4 Blockchain 89
4.3 Proposal for dynamic, decentralized adaptation of e-health
authorizations 91
4.3.1 Threat model for the environment under consideration 91
4.3.2 Proposed architecture for dynamic, decentralized authorization
management 92
4.4 Conclusion 100
4.5 References 101
Chapter 5 Applying Blockchain to e-Health 107
Cyrine Lahsini, Faiza Hamdi And Omessaad Hamdi
5.1 Introduction 107
5.2 Blockchain technology 108
5.2.1 Blockchain fundamentals 108
5.2.2 Blockchain categories 110
5.2.3 Characteristics of the blockchain 112
5.3 Health sector 113
5.3.1 Patients 113
5.3.2 Doctors 114
5.3.3 Insurance sector 114
5.3.4 Pharmaceutical industry 115
5.3.5 Government 115
5.4 Issues and challenges for the healthcare sector 115
5.4.1 Quality 116
5.4.2 Coordination 117
5.4.3 Integrity 117
5.4.4 Transparency 118
5.4.5 Traceability 118
5.4.6 Interoperability 119
5.4.7 Data sharing 120
5.4.8 Costs 120
5.4.9 Data volume 121
5.5 Application of blockchain technology in e-health systems 122
5.5.1 Electronic health records 122
5.5.2 Pharmaceutical supply chain 123
5.5.3 Patient follow-up 124
5.5.4 Scientific research in the health sector 125
5.5.5 Analyzing medical data 126
5.6 Implementing blockchain technology in healthcare 127
5.6.1 MedRec 127
5.6.2 MedCredits 128
5.6.3 MIStore 128
5.6.4 Robomed 129
5.6.5 HealthChain 129
5.6.6 Medicalchain 129
5.7 Contribution of the blockchain solution 130
5.8 Conclusion 133
5.9 References 134
Chapter 6 Using Biometrics to Secure Intra-BAN Communications 137
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
6.1 Introduction 137
6.2 Security for WBAN 138
6.2.1 Architecture of an e-health system 138
6.2.2 Security requirements for WBANs 139
6.2.3 WBAN attacks 140
6.3 Security solutions for intra-WBAN communications 140
6.3.1 TinySec 141
6.3.2 Biometric methods 141
6.3.3 ZigBee security 141
6.3.4 Bluetooth security 141
6.3.5 Elliptical curve cryptography 142
6.4 Biometric data-based security solutions for WBANs 143
6.4.1 Biometrics 143
6.4.2 Examples of security approaches for intra-WBAN communications using
biometrics 145
6.4.3 The approach of Sammoud et al 147
6.5 Discussion 154
6.6 Conclusion 155
6.7 References 158
Chapter 7 Using Biometrics for Authentication in e-Health Systems 161
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
7.1 Introduction 161
7.2 e-Health systems 162
7.2.1 Architecture 162
7.2.2 Security services 163
7.3 Authentication techniques 163
7.3.1 Authentication factors 164
7.3.2 Types of authentications 164
7.4 Biometric authentication 166
7.4.1 Biometric features 166
7.4.2 Biometric system effectiveness 167
7.4.3 Performance measures for biometric systems 168
7.5 Multimodal authentication 168
7.6 Multi-factor authentication approaches for e-health system security 169
7.6.1 Sammoud et al.'s approach 173
7.7 Conclusion 178
7.8 References 179
Chapter 8 Security of Medical Data Processing 183
Manel Abdelhedi And Omessaad Hamdi
8.1 Introduction 183
8.2 Homomorphic encryption 185
8.2.1 Definition 185
8.2.2 Terminology 186
8.2.3 Partially homomorphic encryption 187
8.2.4 Somewhat homomorphic encryption 190
8.2.5 Fully homomorphic encryption 191
8.2.6 Comparative study 193
8.2.7 Application of HE to secure e-health solutions 198
8.3 Attribute-based encryption 200
8.3.1 Key-policy attribute-based encryption 201
8.3.2 Ciphertext-policy attribute-based encryption 202
8.3.3 Comparative study 203
8.3.4 Application of ABE to secure e-health solutions 204
8.4 Conclusion 206
8.5 References 207
Chapter 9 Artificial Intelligence for Security of e-Health Systems 213
Mohamed Aymen Chalouf, Hana Mejri And Omessaad Hamdi
9.1 Introduction 213
9.2 e-Health systems 214
9.3 e-Health system security 215
9.3.1 Potential attacks 216
9.3.2 Security services 216
9.3.3 Security solutions 218
9.4 Artificial intelligence techniques 220
9.4.1 Machine learning 221
9.4.2 Deep learning 222
9.5 Intrusion detection based on artificial intelligence 223
9.5.1 IDS based on supervised learning 224
9.5.2 IDS based on unsupervised learning 225
9.5.3 IDS based on deep learning 226
9.6 AI-based IDS in WBANs 226
9.6.1 Tested learning techniques 227
9.6.2 Implementation and results 227
9.7 Conclusion 232
9.8 References 233
List of Authors 237
Index 239
Chapter 1 Overview of e-Health Architectures 1
Omessaad Hamdi
1.1 Introduction 1
1.2 Definitions 2
1.2.1 e-Health 2
1.2.2 Telehealth 2
1.2.3 m-Health 2
1.2.4 Telemedicine 2
1.3 e-Health services 3
1.4 Requirements for e-health systems 4
1.5 e-Health system architecture 5
1.5.1 Components of an e-health architecture 6
1.5.2 Features of e-health systems 6
1.6 e-Health system technologies 8
1.6.1 Devices 8
1.6.2 Connecting technologies 9
1.6.3 Other technologies 10
1.7 Security in e-health systems 12
1.7.1 Security services 12
1.7.2 Legal environment for e-health systems 13
1.8 Medical data security 14
1.8.1 Cryptography 14
1.8.2 Biometrics 16
1.8.3 Blockchain 17
1.9 Perspectives 19
1.10 Conclusion 20
1.11 References 21
Chapter 2 Vulnerabilities in e-Health and Countermeasures 27
Aida Ben Chehida Douss And Ryma Abassi
2.1 Introduction 27
2.2 The importance of digitization in healthcare systems 28
2.3 The challenges of digitization in e-health systems 30
2.4 Cyber-attacks in the healthcare sector 31
2.4.1 Profiles of cybercriminals 32
2.4.2 Motivations of cybercriminals 33
2.4.3 Risks and repercussions 35
2.4.4 Types of attacks 36
2.5 Security incidents in the healthcare sector 39
2.5.1 Example of a phishing attack 40
2.5.2 Examples of ransomware attacks 40
2.5.3 Examples of data theft attacks 41
2.5.4 Examples of DDoS attacks 42
2.5.5 Example of an internal attack 42
2.6 Existing security measures for e-health systems 42
2.7 Recommendations for protecting e-health systems 45
2.7.1 Risk management methods 45
2.7.2 Technical and organizational recommendations 46
2.7.3 Raising awareness and training 47
2.8 Conclusion 48
2.9 References 49
Chapter 3 Security Policies for e-Health Systems 53
Ryma Abassi
3.1 Introduction 53
3.2 The concept of the security policy 54
3.2.1 Definition 54
3.2.2 Modeling a security policy 57
3.3 Environment for specifying, validating and testing security policies 61
3.3.1 Specifying a security policy 61
3.3.2 The concept of executable security policy 63
3.3.3 Testing a security policy 64
3.4 Security Services For E-Health Systems 66
3.4.1 The e-health concept 66
3.4.2 Comparison of national digital health infrastructure security
policies 67
3.5 Security requirements for e-health platforms 69
3.5.1 Essential security functions 69
3.5.2 Security models 70
3.6 Future security challenges for e-health 73
3.7 Conclusion 74
3.8 References 74
Chapter 4 Adaptive, Dynamic, Decentralized Authorizations for e-Health 77
Tidiane Sylla, Mohamed Aymen Chalouf, Léo Mendiboure And Francine Krief
4.1 Introduction 77
4.2 Fundamental principles 79
4.2.1 Concept of e-health 79
4.2.2 Context-aware computing and security in the IoT 81
4.2.3 Authentication and Authorization for Constrained Environments
(ACE-OAuth) 86
4.2.4 Blockchain 89
4.3 Proposal for dynamic, decentralized adaptation of e-health
authorizations 91
4.3.1 Threat model for the environment under consideration 91
4.3.2 Proposed architecture for dynamic, decentralized authorization
management 92
4.4 Conclusion 100
4.5 References 101
Chapter 5 Applying Blockchain to e-Health 107
Cyrine Lahsini, Faiza Hamdi And Omessaad Hamdi
5.1 Introduction 107
5.2 Blockchain technology 108
5.2.1 Blockchain fundamentals 108
5.2.2 Blockchain categories 110
5.2.3 Characteristics of the blockchain 112
5.3 Health sector 113
5.3.1 Patients 113
5.3.2 Doctors 114
5.3.3 Insurance sector 114
5.3.4 Pharmaceutical industry 115
5.3.5 Government 115
5.4 Issues and challenges for the healthcare sector 115
5.4.1 Quality 116
5.4.2 Coordination 117
5.4.3 Integrity 117
5.4.4 Transparency 118
5.4.5 Traceability 118
5.4.6 Interoperability 119
5.4.7 Data sharing 120
5.4.8 Costs 120
5.4.9 Data volume 121
5.5 Application of blockchain technology in e-health systems 122
5.5.1 Electronic health records 122
5.5.2 Pharmaceutical supply chain 123
5.5.3 Patient follow-up 124
5.5.4 Scientific research in the health sector 125
5.5.5 Analyzing medical data 126
5.6 Implementing blockchain technology in healthcare 127
5.6.1 MedRec 127
5.6.2 MedCredits 128
5.6.3 MIStore 128
5.6.4 Robomed 129
5.6.5 HealthChain 129
5.6.6 Medicalchain 129
5.7 Contribution of the blockchain solution 130
5.8 Conclusion 133
5.9 References 134
Chapter 6 Using Biometrics to Secure Intra-BAN Communications 137
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
6.1 Introduction 137
6.2 Security for WBAN 138
6.2.1 Architecture of an e-health system 138
6.2.2 Security requirements for WBANs 139
6.2.3 WBAN attacks 140
6.3 Security solutions for intra-WBAN communications 140
6.3.1 TinySec 141
6.3.2 Biometric methods 141
6.3.3 ZigBee security 141
6.3.4 Bluetooth security 141
6.3.5 Elliptical curve cryptography 142
6.4 Biometric data-based security solutions for WBANs 143
6.4.1 Biometrics 143
6.4.2 Examples of security approaches for intra-WBAN communications using
biometrics 145
6.4.3 The approach of Sammoud et al 147
6.5 Discussion 154
6.6 Conclusion 155
6.7 References 158
Chapter 7 Using Biometrics for Authentication in e-Health Systems 161
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
7.1 Introduction 161
7.2 e-Health systems 162
7.2.1 Architecture 162
7.2.2 Security services 163
7.3 Authentication techniques 163
7.3.1 Authentication factors 164
7.3.2 Types of authentications 164
7.4 Biometric authentication 166
7.4.1 Biometric features 166
7.4.2 Biometric system effectiveness 167
7.4.3 Performance measures for biometric systems 168
7.5 Multimodal authentication 168
7.6 Multi-factor authentication approaches for e-health system security 169
7.6.1 Sammoud et al.'s approach 173
7.7 Conclusion 178
7.8 References 179
Chapter 8 Security of Medical Data Processing 183
Manel Abdelhedi And Omessaad Hamdi
8.1 Introduction 183
8.2 Homomorphic encryption 185
8.2.1 Definition 185
8.2.2 Terminology 186
8.2.3 Partially homomorphic encryption 187
8.2.4 Somewhat homomorphic encryption 190
8.2.5 Fully homomorphic encryption 191
8.2.6 Comparative study 193
8.2.7 Application of HE to secure e-health solutions 198
8.3 Attribute-based encryption 200
8.3.1 Key-policy attribute-based encryption 201
8.3.2 Ciphertext-policy attribute-based encryption 202
8.3.3 Comparative study 203
8.3.4 Application of ABE to secure e-health solutions 204
8.4 Conclusion 206
8.5 References 207
Chapter 9 Artificial Intelligence for Security of e-Health Systems 213
Mohamed Aymen Chalouf, Hana Mejri And Omessaad Hamdi
9.1 Introduction 213
9.2 e-Health systems 214
9.3 e-Health system security 215
9.3.1 Potential attacks 216
9.3.2 Security services 216
9.3.3 Security solutions 218
9.4 Artificial intelligence techniques 220
9.4.1 Machine learning 221
9.4.2 Deep learning 222
9.5 Intrusion detection based on artificial intelligence 223
9.5.1 IDS based on supervised learning 224
9.5.2 IDS based on unsupervised learning 225
9.5.3 IDS based on deep learning 226
9.6 AI-based IDS in WBANs 226
9.6.1 Tested learning techniques 227
9.6.2 Implementation and results 227
9.7 Conclusion 232
9.8 References 233
List of Authors 237
Index 239
Omessaad Hamdi
1.1 Introduction 1
1.2 Definitions 2
1.2.1 e-Health 2
1.2.2 Telehealth 2
1.2.3 m-Health 2
1.2.4 Telemedicine 2
1.3 e-Health services 3
1.4 Requirements for e-health systems 4
1.5 e-Health system architecture 5
1.5.1 Components of an e-health architecture 6
1.5.2 Features of e-health systems 6
1.6 e-Health system technologies 8
1.6.1 Devices 8
1.6.2 Connecting technologies 9
1.6.3 Other technologies 10
1.7 Security in e-health systems 12
1.7.1 Security services 12
1.7.2 Legal environment for e-health systems 13
1.8 Medical data security 14
1.8.1 Cryptography 14
1.8.2 Biometrics 16
1.8.3 Blockchain 17
1.9 Perspectives 19
1.10 Conclusion 20
1.11 References 21
Chapter 2 Vulnerabilities in e-Health and Countermeasures 27
Aida Ben Chehida Douss And Ryma Abassi
2.1 Introduction 27
2.2 The importance of digitization in healthcare systems 28
2.3 The challenges of digitization in e-health systems 30
2.4 Cyber-attacks in the healthcare sector 31
2.4.1 Profiles of cybercriminals 32
2.4.2 Motivations of cybercriminals 33
2.4.3 Risks and repercussions 35
2.4.4 Types of attacks 36
2.5 Security incidents in the healthcare sector 39
2.5.1 Example of a phishing attack 40
2.5.2 Examples of ransomware attacks 40
2.5.3 Examples of data theft attacks 41
2.5.4 Examples of DDoS attacks 42
2.5.5 Example of an internal attack 42
2.6 Existing security measures for e-health systems 42
2.7 Recommendations for protecting e-health systems 45
2.7.1 Risk management methods 45
2.7.2 Technical and organizational recommendations 46
2.7.3 Raising awareness and training 47
2.8 Conclusion 48
2.9 References 49
Chapter 3 Security Policies for e-Health Systems 53
Ryma Abassi
3.1 Introduction 53
3.2 The concept of the security policy 54
3.2.1 Definition 54
3.2.2 Modeling a security policy 57
3.3 Environment for specifying, validating and testing security policies 61
3.3.1 Specifying a security policy 61
3.3.2 The concept of executable security policy 63
3.3.3 Testing a security policy 64
3.4 Security Services For E-Health Systems 66
3.4.1 The e-health concept 66
3.4.2 Comparison of national digital health infrastructure security
policies 67
3.5 Security requirements for e-health platforms 69
3.5.1 Essential security functions 69
3.5.2 Security models 70
3.6 Future security challenges for e-health 73
3.7 Conclusion 74
3.8 References 74
Chapter 4 Adaptive, Dynamic, Decentralized Authorizations for e-Health 77
Tidiane Sylla, Mohamed Aymen Chalouf, Léo Mendiboure And Francine Krief
4.1 Introduction 77
4.2 Fundamental principles 79
4.2.1 Concept of e-health 79
4.2.2 Context-aware computing and security in the IoT 81
4.2.3 Authentication and Authorization for Constrained Environments
(ACE-OAuth) 86
4.2.4 Blockchain 89
4.3 Proposal for dynamic, decentralized adaptation of e-health
authorizations 91
4.3.1 Threat model for the environment under consideration 91
4.3.2 Proposed architecture for dynamic, decentralized authorization
management 92
4.4 Conclusion 100
4.5 References 101
Chapter 5 Applying Blockchain to e-Health 107
Cyrine Lahsini, Faiza Hamdi And Omessaad Hamdi
5.1 Introduction 107
5.2 Blockchain technology 108
5.2.1 Blockchain fundamentals 108
5.2.2 Blockchain categories 110
5.2.3 Characteristics of the blockchain 112
5.3 Health sector 113
5.3.1 Patients 113
5.3.2 Doctors 114
5.3.3 Insurance sector 114
5.3.4 Pharmaceutical industry 115
5.3.5 Government 115
5.4 Issues and challenges for the healthcare sector 115
5.4.1 Quality 116
5.4.2 Coordination 117
5.4.3 Integrity 117
5.4.4 Transparency 118
5.4.5 Traceability 118
5.4.6 Interoperability 119
5.4.7 Data sharing 120
5.4.8 Costs 120
5.4.9 Data volume 121
5.5 Application of blockchain technology in e-health systems 122
5.5.1 Electronic health records 122
5.5.2 Pharmaceutical supply chain 123
5.5.3 Patient follow-up 124
5.5.4 Scientific research in the health sector 125
5.5.5 Analyzing medical data 126
5.6 Implementing blockchain technology in healthcare 127
5.6.1 MedRec 127
5.6.2 MedCredits 128
5.6.3 MIStore 128
5.6.4 Robomed 129
5.6.5 HealthChain 129
5.6.6 Medicalchain 129
5.7 Contribution of the blockchain solution 130
5.8 Conclusion 133
5.9 References 134
Chapter 6 Using Biometrics to Secure Intra-BAN Communications 137
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
6.1 Introduction 137
6.2 Security for WBAN 138
6.2.1 Architecture of an e-health system 138
6.2.2 Security requirements for WBANs 139
6.2.3 WBAN attacks 140
6.3 Security solutions for intra-WBAN communications 140
6.3.1 TinySec 141
6.3.2 Biometric methods 141
6.3.3 ZigBee security 141
6.3.4 Bluetooth security 141
6.3.5 Elliptical curve cryptography 142
6.4 Biometric data-based security solutions for WBANs 143
6.4.1 Biometrics 143
6.4.2 Examples of security approaches for intra-WBAN communications using
biometrics 145
6.4.3 The approach of Sammoud et al 147
6.5 Discussion 154
6.6 Conclusion 155
6.7 References 158
Chapter 7 Using Biometrics for Authentication in e-Health Systems 161
Omessaad Hamdi, Mohamed Aymen Chalouf And Amal Sammoud
7.1 Introduction 161
7.2 e-Health systems 162
7.2.1 Architecture 162
7.2.2 Security services 163
7.3 Authentication techniques 163
7.3.1 Authentication factors 164
7.3.2 Types of authentications 164
7.4 Biometric authentication 166
7.4.1 Biometric features 166
7.4.2 Biometric system effectiveness 167
7.4.3 Performance measures for biometric systems 168
7.5 Multimodal authentication 168
7.6 Multi-factor authentication approaches for e-health system security 169
7.6.1 Sammoud et al.'s approach 173
7.7 Conclusion 178
7.8 References 179
Chapter 8 Security of Medical Data Processing 183
Manel Abdelhedi And Omessaad Hamdi
8.1 Introduction 183
8.2 Homomorphic encryption 185
8.2.1 Definition 185
8.2.2 Terminology 186
8.2.3 Partially homomorphic encryption 187
8.2.4 Somewhat homomorphic encryption 190
8.2.5 Fully homomorphic encryption 191
8.2.6 Comparative study 193
8.2.7 Application of HE to secure e-health solutions 198
8.3 Attribute-based encryption 200
8.3.1 Key-policy attribute-based encryption 201
8.3.2 Ciphertext-policy attribute-based encryption 202
8.3.3 Comparative study 203
8.3.4 Application of ABE to secure e-health solutions 204
8.4 Conclusion 206
8.5 References 207
Chapter 9 Artificial Intelligence for Security of e-Health Systems 213
Mohamed Aymen Chalouf, Hana Mejri And Omessaad Hamdi
9.1 Introduction 213
9.2 e-Health systems 214
9.3 e-Health system security 215
9.3.1 Potential attacks 216
9.3.2 Security services 216
9.3.3 Security solutions 218
9.4 Artificial intelligence techniques 220
9.4.1 Machine learning 221
9.4.2 Deep learning 222
9.5 Intrusion detection based on artificial intelligence 223
9.5.1 IDS based on supervised learning 224
9.5.2 IDS based on unsupervised learning 225
9.5.3 IDS based on deep learning 226
9.6 AI-based IDS in WBANs 226
9.6.1 Tested learning techniques 227
9.6.2 Implementation and results 227
9.7 Conclusion 232
9.8 References 233
List of Authors 237
Index 239