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Machine Learning for Cyber Security

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Cover of 'Machine Learning for Cyber Security'

Table of Contents

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    Book Overview
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    Chapter 1 AMAD: Improving Adversarial Robustness Without Reducing Accuracy
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    Chapter 2 Multi-party Secure Comparison of Strings Based on Outsourced Computation
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    Chapter 3 Highway: A Super Pipelined Parallel BFT Consensus Algorithm for Permissioned Blockchain
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    Chapter 4 Overview of DDoS Attack Research Under SDN
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    Chapter 5 A Medical Image Segmentation Method Based on Residual Network and Channel Attention Mechanism
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    Chapter 6 Performance Improvement of Classification Model Based on Adversarial Sample Generation
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    Chapter 7 Research on Detection Method of Large-Scale Network Internal Attack Based on Machine Learning
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    Chapter 8 Federated Community Detection in Social Networks
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    Chapter 9 A Textual Adversarial Attack Scheme for Domain-Specific Models
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    Chapter 10 An Improved Conv-LSTM Method for Gear Fault Detection
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    Chapter 11 Extracting Random Secret Key Scheme for One-Time Pad Under Intelligent Connected Vehicle
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    Chapter 12 Semi-supervised Learning with Nearest-Neighbor Label and Consistency Regularization
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    Chapter 13 Bipolar Picture Fuzzy Graph Based Multiple Attribute Decision Making Approach–Part I
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    Chapter 14 Priv-IDS: A Privacy Protection and Intrusion Detection Framework for In-Vehicle Network
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    Chapter 15 Dynamic Momentum for Deep Learning with Differential Privacy
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    Chapter 16 An Unsupervised Surface Anomaly Detection Method Based on Attention and ASPP
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    Chapter 17 PCB Defect Detection Method Based on Improved RetinaNet
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    Chapter 18 A Method of Protecting Sensitive Information in Intangible Cultural Heritage Communication Network Based on Machine Learning
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    Chapter 19 Decision Making Analysis of Traffic Accidents on Mountain Roads in Yunnan Province
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    Chapter 20 Deep Adaptively Feature Extracting Network for Cervical Squamous Lesion Cell Detection
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    Chapter 21 DSGRAE: Deep Sparse Graph Regularized Autoencoder for Anomaly Detection
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    Chapter 22 A Lattice-Based Aggregate Signature Based on Revocable Identity
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    Chapter 23 Research and Design of an Emergency Supply Assurance Monitoring System in the Post-epidemic Context
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    Chapter 24 Face Presentation Attack Detection Based on Texture Gradient Enhancement and Multi-scale Fusion
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    Chapter 25 Optimal Revenue Analysis of the Stubborn Mining Based on Markov Decision Process
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    Chapter 26 Bipolar Picture Fuzzy Graph Based Multiple Attribute Decision Making Approach-Part II
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    Chapter 27 Machine Learning Based Method for Quantifying the Security Situation of Wireless Data Networks
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    Chapter 28 Overlapping Community Discovery Algorithm Based on Three-Level Neighbor Node Influence
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    Chapter 29 Content-Aware Deep Feature Matching
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    Chapter 30 F2DLNet: A Face Forgery Detection and Localization Network Based on SSIM Error Maps
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    Chapter 31 An Eye-Gaze Tracking Method Based on a 3D Ocular Surface Fitting Model
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    Chapter 32 A Certificateless-Based Blind Signature Scheme with Message Recovery
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    Chapter 33 Fault Detection of Rolling Bearings by Using a Combination Network Model
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    Chapter 34 zkChain: An Efficient Blockchain Privacy Protection Scheme Based on zk-SNARKs
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    Chapter 35 Research on Influential Factors of Online Learning Behavior Based on Big Data
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    Chapter 36 Short Speech Key Generation Technology Based on Deep Learning
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    Chapter 37 Domain Adversarial Interaction Network for Cross-Domain Fault Diagnosis
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    Chapter 38 A Vehicle Data Publishing System with Privacy-Awares in VANETs Based on Blockchain
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    Chapter 39 Highsimb: A Concrete Blockchain High Simulation with Contract Vulnerability Detection for Ethereum and Hyperledger Fabric
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    Chapter 40 Research on Key Technologies for the Trusted Perception of Network Information for Big Data
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    Chapter 41 Micro-expression Recognition Method Combining Dual-Stream Convolution and Capsule Network
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    Chapter 42 Security Scheduling Method of Cloud Network Big Data Cluster Based on Association Rule Algorithm
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    Chapter 43 Towards Differentially Private Contrastive Learning
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    Chapter 44 Two-Stage High Precision Membership Inference Attack
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    Chapter 45 Secure Storage Method for Network Resources of Professional Works Based on Decision Tree Algorithm
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    Chapter 46 Vehicle CAN Network Intrusion Detection Model Based on Extreme Learning Machine and Feature Analysis
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    Chapter 47 A Broad Learning System Based on the Idea of Vertical Federated Learning
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    Chapter 48 PAMP: A New Atomic Multi-Path Payments Method with Higher Routing Efficiency
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    Chapter 49 Privacy-Preserving Searchable Encryption Scheme Based on Deep Structured Semantic Model over Cloud Application
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    Chapter 50 A Event Extraction Method of Document-Level Based on the Self-attention Mechanism
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Title
Machine Learning for Cyber Security
Published by
Springer Nature Switzerland, January 2023
DOI 10.1007/978-3-031-20099-1
ISBNs
978-3-03-120098-4, 978-3-03-120099-1
Editors

Xu, Yuan, Yan, Hongyang, Teng, Huang, Cai, Jun, Li, Jin

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