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Cyber security meets machine learning / / Xiaofeng Chen, Willy Susilo, Elisa Bertino
| Cyber security meets machine learning / / Xiaofeng Chen, Willy Susilo, Elisa Bertino |
| Autore | Chen Xiaofeng |
| Pubbl/distr/stampa | Singapore : , : Springer, , [2021] |
| Descrizione fisica | 1 online resource (168 pages) |
| Disciplina | 006.31 |
| Soggetto topico |
Machine learning - Technique
Machine learning - Security measures |
| ISBN | 981-336-726-1 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Intro -- Preface -- Contents -- IoT Attacks and Malware -- 1 Introduction -- 2 Background -- 2.1 Cybersecurity Kill Chains -- 2.2 Major IoT Security Concerns -- 3 Attack Classification -- 3.1 Passive/Information Stealing Attacks -- 3.2 Service Degradation Attacks -- 3.3 DDoS Attacks -- 4 IoT Malware Analysis and Classification -- 5 AI-Based IDS Solutions -- 6 Conclusion -- References -- Machine Learning-Based Online Source Identification for Image Forensics -- 1 Introduction -- 2 Related Work -- 2.1 Features Engineering for Image Source Identification -- 2.2 Statistical Learning-Based Image Source Identification -- 3 Proposed Scheme: OSIU -- 3.1 Unknown Sample Triage -- 3.2 Unknown Image Discovery -- 3.3 (K+1)-class Classification -- 4 Experiments and Results -- 4.1 Dataset and Experiment Settings -- 4.2 Features -- 4.3 Evaluation Metrics -- 4.4 Performance of Triaging Unknown Samples -- 4.5 Performance of OSIU -- 5 Conclusion -- References -- Reinforcement Learning Based Communication Security for Unmanned Aerial Vehicles -- 1 Introduction -- 2 Communication Security for Unmanned Aerial Vehicles -- 2.1 UAV Communication Model -- 2.2 Attack Model -- 3 Reinforcement Learning Based UAV Communication Security -- 3.1 Reinforcement Learning Based Anti-Jamming Communications -- 3.2 Reinforcement Learning Based UAV Communications Against Smart Attacks -- 4 UAV Secure Communication Game -- 4.1 Game Model -- 4.2 Nash Equilibrium of the Game -- 5 Related Work -- 5.1 General Anti-jamming Policies in UAV-Aided Communication -- 5.2 Reinforcement Learning in Anti-jamming Communication -- 5.3 Game Theory in Anti-jamming Communication -- 6 Conclusion -- References -- Visual Analysis of Adversarial Examples in Machine Learning -- 1 Introduction -- 2 Adversarial Examples -- 3 Generation of Adversarial Examples -- 4 Properties of Adversarial Examples.
5 Distinguishing Adversarial Examples -- 6 Robustness of Models -- 7 Challenges and Research Directions -- 8 Conclusion -- References -- Adversarial Attacks Against Deep Learning-Based Speech Recognition Systems -- 1 Introduction -- 2 Background and Related Work -- 2.1 Speech Recognition -- 2.2 Adversarial Examples -- 2.3 Related Work -- 3 Overview -- 3.1 Motivation -- 3.2 Technical Challenges -- 4 White-Box Attack -- 4.1 Threat Model of White-Box Attack -- 4.2 The Detail Decoding Process of Kaldi -- 4.3 Gradient Descent to Craft Audio Clip -- 4.4 Practical Adversarial Attack Against White-Box Model -- 4.5 Experiment Setup of CommanderSong Attack -- 4.6 Evaluation of CommanderSong Attack -- 5 Black-Box Attack -- 5.1 Threat Model of Black-Box Attack -- 5.2 Transferability Based Approach -- 5.3 Local Model Approximation Approach -- 5.4 Alternate Models Based Generation Approach -- 5.5 Experiment Setup of Devil's Whisper Attack -- 5.6 Evaluation of Devil's Whisper Attack -- 6 Defense -- 7 Conclusion -- Appendix -- References -- A Survey on Secure Outsourced Deep Learning -- 1 Introduction -- 2 Deep Learning -- 2.1 Brief Survey on Deep Learning -- 2.2 Architecture of Deep Learning -- 2.3 Main Computation in Deep Learning -- 3 Outsourced Computation -- 3.1 Brief Survey on Outsourced Computation -- 3.2 System Model -- 3.3 Security Requirements -- 4 Outsourced Deep Learning -- 4.1 Brief Review on Outsourced Deep Learning -- 4.2 Privacy Concerns in Outsourced Deep Learning -- 4.3 Privacy-Preserving Techniques for Outsourced Deep Learning -- 4.4 Taxonomy Standard -- 4.5 Privacy-Preserving Training Outsourcing -- 4.6 Privacy-Preserving Inference Outsourcing -- 5 Conclusion and Future Research Perspectives -- References. |
| Record Nr. | UNINA-9910488713403321 |
Chen Xiaofeng
|
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| Singapore : , : Springer, , [2021] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Cyber security meets machine learning / / Xiaofeng Chen, Willy Susilo, Elisa Bertino
| Cyber security meets machine learning / / Xiaofeng Chen, Willy Susilo, Elisa Bertino |
| Autore | Chen Xiaofeng |
| Pubbl/distr/stampa | Singapore : , : Springer, , [2021] |
| Descrizione fisica | 1 online resource (168 pages) |
| Disciplina | 006.31 |
| Soggetto topico |
Machine learning - Technique
Machine learning - Security measures |
| ISBN | 981-336-726-1 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Intro -- Preface -- Contents -- IoT Attacks and Malware -- 1 Introduction -- 2 Background -- 2.1 Cybersecurity Kill Chains -- 2.2 Major IoT Security Concerns -- 3 Attack Classification -- 3.1 Passive/Information Stealing Attacks -- 3.2 Service Degradation Attacks -- 3.3 DDoS Attacks -- 4 IoT Malware Analysis and Classification -- 5 AI-Based IDS Solutions -- 6 Conclusion -- References -- Machine Learning-Based Online Source Identification for Image Forensics -- 1 Introduction -- 2 Related Work -- 2.1 Features Engineering for Image Source Identification -- 2.2 Statistical Learning-Based Image Source Identification -- 3 Proposed Scheme: OSIU -- 3.1 Unknown Sample Triage -- 3.2 Unknown Image Discovery -- 3.3 (K+1)-class Classification -- 4 Experiments and Results -- 4.1 Dataset and Experiment Settings -- 4.2 Features -- 4.3 Evaluation Metrics -- 4.4 Performance of Triaging Unknown Samples -- 4.5 Performance of OSIU -- 5 Conclusion -- References -- Reinforcement Learning Based Communication Security for Unmanned Aerial Vehicles -- 1 Introduction -- 2 Communication Security for Unmanned Aerial Vehicles -- 2.1 UAV Communication Model -- 2.2 Attack Model -- 3 Reinforcement Learning Based UAV Communication Security -- 3.1 Reinforcement Learning Based Anti-Jamming Communications -- 3.2 Reinforcement Learning Based UAV Communications Against Smart Attacks -- 4 UAV Secure Communication Game -- 4.1 Game Model -- 4.2 Nash Equilibrium of the Game -- 5 Related Work -- 5.1 General Anti-jamming Policies in UAV-Aided Communication -- 5.2 Reinforcement Learning in Anti-jamming Communication -- 5.3 Game Theory in Anti-jamming Communication -- 6 Conclusion -- References -- Visual Analysis of Adversarial Examples in Machine Learning -- 1 Introduction -- 2 Adversarial Examples -- 3 Generation of Adversarial Examples -- 4 Properties of Adversarial Examples.
5 Distinguishing Adversarial Examples -- 6 Robustness of Models -- 7 Challenges and Research Directions -- 8 Conclusion -- References -- Adversarial Attacks Against Deep Learning-Based Speech Recognition Systems -- 1 Introduction -- 2 Background and Related Work -- 2.1 Speech Recognition -- 2.2 Adversarial Examples -- 2.3 Related Work -- 3 Overview -- 3.1 Motivation -- 3.2 Technical Challenges -- 4 White-Box Attack -- 4.1 Threat Model of White-Box Attack -- 4.2 The Detail Decoding Process of Kaldi -- 4.3 Gradient Descent to Craft Audio Clip -- 4.4 Practical Adversarial Attack Against White-Box Model -- 4.5 Experiment Setup of CommanderSong Attack -- 4.6 Evaluation of CommanderSong Attack -- 5 Black-Box Attack -- 5.1 Threat Model of Black-Box Attack -- 5.2 Transferability Based Approach -- 5.3 Local Model Approximation Approach -- 5.4 Alternate Models Based Generation Approach -- 5.5 Experiment Setup of Devil's Whisper Attack -- 5.6 Evaluation of Devil's Whisper Attack -- 6 Defense -- 7 Conclusion -- Appendix -- References -- A Survey on Secure Outsourced Deep Learning -- 1 Introduction -- 2 Deep Learning -- 2.1 Brief Survey on Deep Learning -- 2.2 Architecture of Deep Learning -- 2.3 Main Computation in Deep Learning -- 3 Outsourced Computation -- 3.1 Brief Survey on Outsourced Computation -- 3.2 System Model -- 3.3 Security Requirements -- 4 Outsourced Deep Learning -- 4.1 Brief Review on Outsourced Deep Learning -- 4.2 Privacy Concerns in Outsourced Deep Learning -- 4.3 Privacy-Preserving Techniques for Outsourced Deep Learning -- 4.4 Taxonomy Standard -- 4.5 Privacy-Preserving Training Outsourcing -- 4.6 Privacy-Preserving Inference Outsourcing -- 5 Conclusion and Future Research Perspectives -- References. |
| Record Nr. | UNISA-996464488703316 |
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Chen Xiaofeng
|
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| Singapore : , : Springer, , [2021] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
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Language and chronology [[e-book] ] : text dating by machine learning / / Gregory Toner, Xiwu Han
| Language and chronology [[e-book] ] : text dating by machine learning / / Gregory Toner, Xiwu Han |
| Pubbl/distr/stampa | Leiden Boston : , : Brill | Rodopi, , 2019 |
| Descrizione fisica | 1 online resource (xii, 183 pages) : illustrations |
| Disciplina | 891.62002 |
| Collana | Language and Computers |
| Soggetto topico |
Irish literature - Middle Irish, 1100-1550 - Dating
Irish literature - Middle Irish, 1100-1550 - Criticism, Textual Manuscript dating - Methodology Machine learning - Technique |
| Soggetto genere / forma | Electronic books. |
| ISBN | 90-04-41004-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front Matter -- Copyright Page / Gregory Toner and Xiwu Han -- Abbreviations / Gregory Toner and Xiwu Han -- Introduction / Gregory Toner and Xiwu Han -- Dating Texts: Principles and Methods / Gregory Toner and Xiwu Han -- Computational Approaches to Text Dating / Gregory Toner and Xiwu Han -- Trials in English and Medieval Irish Texts / Gregory Toner and Xiwu Han -- Dating Long Documents / Gregory Toner and Xiwu Han -- Conclusion / Gregory Toner and Xiwu Han -- Back Matter -- Bibliography / Gregory Toner and Xiwu Han -- Index / Gregory Toner and Xiwu Han. |
| Record Nr. | UNINA-9910494625303321 |
| Leiden Boston : , : Brill | Rodopi, , 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Language and chronology [[e-book] ] : text dating by machine learning / / Gregory Toner, Xiwu Han
| Language and chronology [[e-book] ] : text dating by machine learning / / Gregory Toner, Xiwu Han |
| Pubbl/distr/stampa | Leiden Boston : , : Brill | Rodopi, , 2019 |
| Descrizione fisica | 1 online resource (xii, 183 pages) : illustrations |
| Disciplina | 891.62002 |
| Collana | Language and Computers |
| Soggetto topico |
Irish literature - Middle Irish, 1100-1550 - Dating
Irish literature - Middle Irish, 1100-1550 - Criticism, Textual Manuscript dating - Methodology Machine learning - Technique |
| ISBN | 90-04-41004-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front Matter -- Copyright Page / Gregory Toner and Xiwu Han -- Abbreviations / Gregory Toner and Xiwu Han -- Introduction / Gregory Toner and Xiwu Han -- Dating Texts: Principles and Methods / Gregory Toner and Xiwu Han -- Computational Approaches to Text Dating / Gregory Toner and Xiwu Han -- Trials in English and Medieval Irish Texts / Gregory Toner and Xiwu Han -- Dating Long Documents / Gregory Toner and Xiwu Han -- Conclusion / Gregory Toner and Xiwu Han -- Back Matter -- Bibliography / Gregory Toner and Xiwu Han -- Index / Gregory Toner and Xiwu Han. |
| Record Nr. | UNINA-9910793609703321 |
| Leiden Boston : , : Brill | Rodopi, , 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Language and chronology [[e-book] ] : text dating by machine learning / / Gregory Toner, Xiwu Han
| Language and chronology [[e-book] ] : text dating by machine learning / / Gregory Toner, Xiwu Han |
| Pubbl/distr/stampa | Leiden Boston : , : Brill | Rodopi, , 2019 |
| Descrizione fisica | 1 online resource (xii, 183 pages) : illustrations |
| Disciplina | 891.62002 |
| Collana | Language and Computers |
| Soggetto topico |
Irish literature - Middle Irish, 1100-1550 - Dating
Irish literature - Middle Irish, 1100-1550 - Criticism, Textual Manuscript dating - Methodology Machine learning - Technique |
| ISBN | 90-04-41004-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Front Matter -- Copyright Page / Gregory Toner and Xiwu Han -- Abbreviations / Gregory Toner and Xiwu Han -- Introduction / Gregory Toner and Xiwu Han -- Dating Texts: Principles and Methods / Gregory Toner and Xiwu Han -- Computational Approaches to Text Dating / Gregory Toner and Xiwu Han -- Trials in English and Medieval Irish Texts / Gregory Toner and Xiwu Han -- Dating Long Documents / Gregory Toner and Xiwu Han -- Conclusion / Gregory Toner and Xiwu Han -- Back Matter -- Bibliography / Gregory Toner and Xiwu Han -- Index / Gregory Toner and Xiwu Han. |
| Record Nr. | UNINA-9910821700203321 |
| Leiden Boston : , : Brill | Rodopi, , 2019 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
