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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 Vulnerability Variants and Path Factors in Networks
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    Chapter 2 A Variant of Sun Toughness and the Existence of Path Factors in Networks
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    Chapter 3 Network Adjacency Condition for Fractional $$(g,f,n',m)$$-Critical Covered Graphs
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    Chapter 4 An Effective Remote Data Disaster Recovery Plan for the Space TT&C System
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    Chapter 5 Research on Progress and Inspiration of Entity Relation Extraction in English Open Domain
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    Chapter 6 A SEU Immune Flip-Flop with Low Overhead
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    Chapter 7 An Information and Power Simultaneous Transfer Strategy in UAV and Wireless Rechargeable Sensor Networks
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    Chapter 8 Research on Adaptive Beacon Transmitting Power Based on Vehicle Forecast Error
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    Chapter 9 Analysis of the Effective Scatters for Hyperloop Wireless Communications Using the Geometry-Based Model
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    Chapter 10 Finite-Time Consensus of Second-Order Multi-agent Systems with External Disturbances and Without Velocity Measurements
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    Chapter 11 A Comparative Study on Key Technologies of Ultra-Reliable Low Latency Communication
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    Chapter 12 Research on the Construction of College Campus Sports Culture and the Participation of College Students in Sports Activities
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    Chapter 13 Group Movement of Multi-agent Systems with Diverse Delays
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    Chapter 14 Online Task Allocation in Mobile Crowdsensing with Sweep Coverage and Stability Control
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    Chapter 15 Max-Min Fairness Multi-task Allocation in Mobile Crowdsensing
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    Chapter 16 Research on High Reliable Wireless Channel Data Cleaning Method
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    Chapter 17 A New Health Assessment Approach of Lithium-Ion Batteries Under Variable Operation Conditions
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    Chapter 18 Health Evaluation of Lithium Ion Battery Based on Weighted Kalman Filter Algorithm
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    Chapter 19 Location Planning of UAVs for WSNs Data Collection Based on Adaptive Search Algorithm
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    Chapter 20 Covid-19 Public Opinion Analysis Based on LDA Topic Modeling and Data Visualization
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    Chapter 21 A Capacitated Vehicle Routing Problem with Order Release Time Based on a Hybrid Harmony Search
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    Chapter 22 An Adaptive Data Protection Scheme for Optimizing Storage Space
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    Chapter 23 The Thinned Rectangular Array Based on Modified Interger Genetic Algorithm
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    Chapter 24 A Novel Method to Classify Videos Based VBR Trace
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    Chapter 25 Research on Friendvertising-Counter Technology in Big Data
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    Chapter 26 A Survey of Researches on Personalized Bundle Recommendation Techniques
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    Chapter 27 Estimation of Motor Imagination Based on Consumer-Grade EEG Device
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    Chapter 28 An Overview of Key Technologies and Challenges of 6G
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    Chapter 29 Q-Learning-Based Adaptive Bacterial Foraging Optimization
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    Chapter 30 Counterfactual Retrieval for Augmentation and Decisions
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    Chapter 31 Firefly Algorithm Based on Dynamic Step Change Strategy
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    Chapter 32 Earthquakes Detection Scheme by Dynamic Time Warping on Smartphones
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    Chapter 33 Towards Accurate Seismic Events Detection Using Motion Sensors on Smartphones
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    Chapter 34 A SEIR Model Optimization Using the Differential Evolution
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    Chapter 35 Multi-term Multi-task Allocation for Mobile Crowdsensing with Weighted Max-Min Fairness
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    Chapter 36 An Improved Sensor Pattern Noise Estimation Method Based on Edge Guided Weighted Averaging
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    Chapter 37 Analysis of the Influence of Stylized-CIFAR10 Dataset on ResNet
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    Chapter 38 A Multi-objective Ant Colony Optimization Algorithm with Local Optimum Avoidance Strategy
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    Chapter 39 Education for Bilingual Children in the Age of Artificial Intelligence
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    Chapter 40 Application of Fuzzy Comprehensive Evaluation in Environmental Adaptability of Poultry House
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    Chapter 41 Performance Evaluation of Multirotor UAV by Considering the Balanced Pattern
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    Chapter 42 AdvJND: Generating Adversarial Examples with Just Noticeable Difference
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    Chapter 43 Squeeze Criterion GANs: Double Adversarial Learning Method
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    Chapter 44 A Feature-Based Detection System of Adversarial Sample Attack
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    Chapter 45 GF-Attack: A Strategy to Improve the Performance of Adversarial Example
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    Chapter 46 War: An Efficient Pre-processing Method for Defending Adversarial Attacks
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    Chapter 47 A High-Recall Membership Inference Attack Based on Confidence-Thresholding Method with Relaxed Assumption
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    Chapter 48 Smart Watchdog: A Lightweight Defending Mechanism Against Adversarial Transfer Learning
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    Chapter 49 A Poisoning Attack Against the Recognition Model Trained by the Data Augmentation Method
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    Chapter 50 Adversarial Text Generation via Probability Determined Word Saliency
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    Chapter 51 Adversarial Example Attacks in the Physical World
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    Chapter 52 Querying Little Is Enough: Model Inversion Attack via Latent Information
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    Chapter 53 Efficient Defense Against Adversarial Attacks and Security Evaluation of Deep Learning System
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Title
Machine Learning for Cyber Security
Published by
Springer International Publishing, January 2020
DOI 10.1007/978-3-030-62460-6
ISBNs
978-3-03-062459-0, 978-3-03-062460-6
Editors

Xiaofeng Chen, Hongyang Yan, Qiben Yan, Xiangliang Zhang

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