Machine Learning for Cyber Security: Third International Conference, ML4CS 2020, Guangzhou, China, October 8–10, 2020, Proceedings, Part II (Lecture Notes in Computer Science Book 12487)

This three volume book set constitutes the proceedings of the Third International Conference on Machine Learning for Cyber Security, ML4CS 2020, held in Xi’an, China in October 2020. The 118 full papers and 40 short papers presented were carefully reviewed and selected from 360 submissions. The papers offer a wide range of the following subjects: Machine learning, security, privacy-preserving, cyber security, Adversarial machine Learning, Malware detection and analysis, Data mining, and Artificial Intelligence. Front Matter ....Pages i-xv Vulnerability Variants and Path Factors in Networks (Linli Zhu, Haci Mehmet Baskonus, Wei Gao)....Pages 1-11 A Variant of Sun Toughness and the Existence of Path Factors in Networks (Linli Zhu, Haci Mehmet Baskonus, Wei Gao)....Pages 12-19 Network Adjacency Condition for Fractional \((g,f,n',m)\)-Critical Covered Graphs (Yu Pan, Haci Mehmet Baskonus, Wei Gao)....Pages 20-30 An Effective Remote Data Disaster Recovery Plan for the Space TT&C System (Weijie Han, Jingfeng Xue, Fuquan Zhang, Zhonghui Sun)....Pages 31-41 Research on Progress and Inspiration of Entity Relation Extraction in English Open Domain (Xu Jian, Yao Xianming, Gan Jianhou, Sun Yu)....Pages 42-55 A SEU Immune Flip-Flop with Low Overhead (Zhengfeng Huang, Xiandong Li, Shangjie Pan, Min Wang, Tianming Ni)....Pages 56-65 An Information and Power Simultaneous Transfer Strategy in UAV and Wireless Rechargeable Sensor Networks (Zhi Li, Jifeng Feng, Jian Li, Xu Gou)....Pages 66-78 Research on Adaptive Beacon Transmitting Power Based on Vehicle Forecast Error (Meng Wang, Guanxiang Yin, Fei Du, Juan Wang, Yuejin Zhang)....Pages 79-86 Analysis of the Effective Scatters for Hyperloop Wireless Communications Using the Geometry-Based Model (Jiachi Zhang, Liu Liu, Kai Wang, Botao Han, Zheyan Piao, Dong Wang)....Pages 87-97 Finite-Time Consensus of Second-Order Multi-agent Systems with External Disturbances and Without Velocity Measurements (Yuling Li, Hongyong Yang, Yize Yang, Yuanshan Liu)....Pages 98-111 A Comparative Study on Key Technologies of Ultra-Reliable Low Latency Communication (Mingju Yuan, Dongxiang Song, Bing Li)....Pages 112-124 Research on the Construction of College Campus Sports Culture and the Participation of College Students in Sports Activities (Guan Li, Xin Xin Huang)....Pages 125-136 Group Movement of Multi-agent Systems with Diverse Delays (Yize Yang, Hongyong Yang, Fei Liu, Li Liu)....Pages 137-146 Online Task Allocation in Mobile Crowdsensing with Sweep Coverage and Stability Control (Jiaang Duan, Shasha Yang, Jianfeng Lu, Wenchao Jiang, Haibo Liu, Shuo Zhang)....Pages 147-163 Max-Min Fairness Multi-task Allocation in Mobile Crowdsensing (Shasha Yang, Wenchao Jiang, Jiaang Duan, Zhengjie Huang, Jianfeng Lu)....Pages 164-179 Research on High Reliable Wireless Channel Data Cleaning Method (Lingfan Zhuang, Liu Liu, Shuoshuo Dong, Yuanyuan Fan, Jiachi Zhang)....Pages 180-189 A New Health Assessment Approach of Lithium-Ion Batteries Under Variable Operation Conditions (Sheng Hong, Yining Zeng)....Pages 190-200 Health Evaluation of Lithium Ion Battery Based on Weighted Kalman Filter Algorithm (Sheng Hong, Tianyu Yue)....Pages 201-213 Location Planning of UAVs for WSNs Data Collection Based on Adaptive Search Algorithm (Xueqiang Li, Ming Tao)....Pages 214-223 Covid-19 Public Opinion Analysis Based on LDA Topic Modeling and Data Visualization (Li Chen, Xin Huang, Hao Zhang, Ben Niu)....Pages 224-234 A Capacitated Vehicle Routing Problem with Order Release Time Based on a Hybrid Harmony Search (Ling Liu, Sen Liu, Ben Niu, Hui Tan)....Pages 235-249 An Adaptive Data Protection Scheme for Optimizing Storage Space (Meng Ming, Gang Zhao, Xiaohui Kuang, Lu Liu, Ruyun Zhang)....Pages 250-260 The Thinned Rectangular Array Based on Modified Interger Genetic Algorithm (Qingling Liu, Ding Yuan, Shubin Wang)....Pages 261-269 A Novel Method to Classify Videos Based VBR Trace (Xiaojie Yu, Min Qiu, Lizhi Peng)....Pages 270-282 Research on Friendvertising-Counter Technology in Big Data (Pei Ren, Hui Liu, Fengyin Li)....Pages 283-289 A Survey of Researches on Personalized Bundle Recommendation Techniques (Miao Li, Xuguang Bao, Liang Chang, Zhoubo Xu, Long Li)....Pages 290-304 Estimation of Motor Imagination Based on Consumer-Grade EEG Device (Zhenzhen Luo, Zhongyi Hu, Zuoyong Li)....Pages 305-314 An Overview of Key Technologies and Challenges of 6G (Qingling Liu, Shahid Sarfraz, Shubin Wang)....Pages 315-326 Q-Learning-Based Adaptive Bacterial Foraging Optimization (Ben Niu, Bowen Xue)....Pages 327-337 Counterfactual Retrieval for Augmentation and Decisions (Nwaike Kelechi, Shuang Geng)....Pages 338-346 Firefly Algorithm Based on Dynamic Step Change Strategy (Jing Wang, Fuqi Song, Aihua Yin, Hui Chen)....Pages 347-355 Earthquakes Detection Scheme by Dynamic Time Warping on Smartphones (Yuqin Zhu, Jiaxin Yang, Bingjie Shao, Liang Wang, Zhaohui Yuan)....Pages 356-369 Towards Accurate Seismic Events Detection Using Motion Sensors on Smartphones (Qingping Cao, Yuqin Zhu, Mei He, Zhaohui Yuan)....Pages 370-383 A SEIR Model Optimization Using the Differential Evolution (Dejiang Wang, Yafeng Sun, Ji Song, Ying Huang)....Pages 384-392 Multi-term Multi-task Allocation for Mobile Crowdsensing with Weighted Max-Min Fairness (Haibo Liu, Wenchao Jiang, Shasha Yang, Jianfeng Lu, Dongjun Ning)....Pages 393-404 An Improved Sensor Pattern Noise Estimation Method Based on Edge Guided Weighted Averaging (Wen-Na Zhang, Yun-Xia Liu, Jin Zhou, Yang Yang, Ngai-Fong Law)....Pages 405-415 Analysis of the Influence of Stylized-CIFAR10 Dataset on ResNet (Dexin Wu, Jian Xu, Heng Liu)....Pages 416-426 A Multi-objective Ant Colony Optimization Algorithm with Local Optimum Avoidance Strategy (Ying Wu, Zibo Qi, Ling Jiang, Changsheng Zhang, Jian Xu)....Pages 427-435 Education for Bilingual Children in the Age of Artificial Intelligence (Weiwei Zhou)....Pages 436-442 Application of Fuzzy Comprehensive Evaluation in Environmental Adaptability of Poultry House (Fenghang Zhang, Linze Li, Yuxuan Jiang, Zhunan Zhou, Xiuli Wang)....Pages 443-451 Performance Evaluation of Multirotor UAV by Considering the Balanced Pattern (Min Lv, Cong Lin, Tianran Ma, Sheng Hong)....Pages 452-462 AdvJND: Generating Adversarial Examples with Just Noticeable Difference (Zifei Zhang, Kai Qiao, Lingyun Jiang, Linyuan Wang, Jian Chen, Bin Yan)....Pages 463-478 Squeeze Criterion GANs: Double Adversarial Learning Method (Yan Gan, Tao Xiang, Mao Ye)....Pages 479-493 A Feature-Based Detection System of Adversarial Sample Attack (Fangwei Wang, Yuanyuan Lu, Qingru Li, Changguang Wang)....Pages 494-500 GF-Attack: A Strategy to Improve the Performance of Adversarial Example (Jintao Zhang, Zhenghao Liu, Liren Wu, Liwen Wu, Qing Duan, Junhui Liu)....Pages 501-513 War: An Efficient Pre-processing Method for Defending Adversarial Attacks (Zhaoxia Yin, Hua Wang, Jie Wang)....Pages 514-524 A High-Recall Membership Inference Attack Based on Confidence-Thresholding Method with Relaxed Assumption (Lulu Wang, Xiaoyu Zhang, Yi Xie, Xu Ma, Meixia Miao)....Pages 525-539 Smart Watchdog: A Lightweight Defending Mechanism Against Adversarial Transfer Learning (Yong Ding, Wenyao Liu, Yi Qin, Yujue Wang)....Pages 540-549 A Poisoning Attack Against the Recognition Model Trained by the Data Augmentation Method (Yunhao Yang, Long Li, Liang Chang, Tianlong Gu)....Pages 550-561 Adversarial Text Generation via Probability Determined Word Saliency (Gang Ma, Lingyun Shi, Zhitao Guan)....Pages 562-571 Adversarial Example Attacks in the Physical World (Huali Ren, Teng Huang)....Pages 572-582 Querying Little Is Enough: Model Inversion Attack via Latent Information (Kanghua Mo, Teng Huang, Xiaoyu Xiang)....Pages 583-591 Efficient Defense Against Adversarial Attacks and Security Evaluation of Deep Learning System (Na Pang, Sheng Hong, Yang Pan, Yuqi Ji)....Pages 592-602 Back Matter ....Pages 603-608