Machine Learning for Cyber Security: Third International Conference, ML4CS 2020, Guangzhou, China, October 8–10, 2020, Proceedings, Part I

Front Matter ....Pages i-xxvii
 Dynamic Adjusting ABC-SVM Anomaly Detection Based on Weighted Function Code Correlation  (Ming Wan, Jinfang Li, Hao Luo, Kai Wang, Yingjie Wang, Bailing Wang)....Pages 1-11
 AndrOpGAN: An Opcode GAN for Android Malware Obfuscations  (Xuetao Zhang, Jinshuang Wang, Meng Sun, Yao Feng)....Pages 12-25
 An Anomalous Traffic Detection Approach for the Private Network Based on Self-learning Model  (Weijie Han, Jingfeng Xue, Fuquan Zhang, Yingfeng Zhang)....Pages 26-34
 A Malware Classification Method Based on the Capsule Network  (Ziyu Wang, Weijie Han, Yue Lu, Jingfeng Xue)....Pages 35-49
 A Novel Intrusion Detection System for Malware Based on Time-Series Meta-learning  (Fangwei Wang, Shaojie Yang, Changguang Wang, Qingru Li)....Pages 50-64
 DAD: Deep Anomaly Detection for Intelligent Monitoring of Expressway Network  (Juan Wang, Meng Wang, Guanxiang Yin, Yuejin Zhang)....Pages 65-72
 A Two-Phase Cycle Algorithm Based on Multi-objective Genetic Algorithm and Modified BP Neural Network for Effective Cyber Intrusion Detection  (Yiguang Gong, Yunping Liu, Chuanyang Yin, Zhiyong Fan)....Pages 73-88
 An Improved Localization Algorithm Based on Invasive Weed Optimization for WSNs  (Yaming Zhang, Yan Liu)....Pages 89-99
 A Scientometric Analysis of Malware Detection Research Based on CiteSpace  (Budong Xu, Yongqin Li, Xiaomei Yu)....Pages 100-110
 Malware Detection Based on Static and Dynamic Features Analysis  (Budong Xu, Yongqin Li, Xiaomei Yu)....Pages 111-124
 Classification of Malware Variant Based on Ensemble Learning  (Hui Guo, Shu-guang Huang, Min Zhang, Zu-lie Pan, Fan Shi, Cheng Huang et al.)....Pages 125-139
 Detection of Malicious Domains in APT via Mining Massive DNS Logs  (Lu Huang, Jingfeng Xue, Weijie Han, Zixiao Kong, Zequn Niu)....Pages 140-152
 Spatio-Temporal Graph Convolutional Networks for DDoS Attack Detecting  (Qian Xie, Zheng Huang, Jie Guo, Weidong Qiu)....Pages 153-159
 Cerebral Microbleeds Detection Based on 3D Convolutional Neural Network  (Meng Zhao, Chen Jin, Lingmin Jin, Shenghua Teng, Zuoyong Li)....Pages 160-169
 Liver Tumor Segmentation of CT Image by Using Deep Fully Convolutional Network  (Lingmin Jin, Rui Ma, Meng Zhao, Shenghua Teng, Zuoyong Li)....Pages 170-179
 Machine Learning Based SDN-enabled Distributed Denial-of-Services Attacks Detection and Mitigation System for Internet of Things  (Muhammad Aslam, Dengpan Ye, Muhammad Hanif, Muhammad Asad)....Pages 180-194
 A New Lightweight CRNN Model for Keyword Spotting with Edge Computing Devices  (Yungen Wei, Zheng Gong, Shunzhi Yang, Kai Ye, Yamin Wen)....Pages 195-205
 Machine Learning Agricultural Application Based on the Secure Edge Computing Platform  (Wu Fan, Zhuoqun Xu, Huanghe Liu, Zhu Zongwei)....Pages 206-220
 QoS Investigation for Power Network with Distributed Control Services  (Shen Jin, Xuesong Liang, Hao Tian)....Pages 221-233
 Fog Server Placement for Multimodality Data Fusion in Neuroimaging  (Xuan Yan, Xiaolong Xu, Yu Zheng, Fei Dai)....Pages 234-248
 Event-Triggered Control for Distributed Optimal in Multi-agent Systems with External Disturbance  (Yuanshan Liu, Hongyong Yang, Yize Yang, Yuling Li)....Pages 249-261
 Towards Privacy-Preserving Aggregated Prediction from SPDZ  (Qi Zhao, Bo Zhang, Anli Yan, Shan Jing, Chuan Zhao)....Pages 262-271
 A Secure Neural Network Prediction Model with Multiple Data Providers  (Fengtian Kuang, Bo Mi, Darong Huang)....Pages 272-286
 GAN-Based Image Privacy Preservation: Balancing Privacy and Utility  (Zhenfei Chen, Tianqing Zhu, Chenguang Wang, Wei Ren, Ping Xiong)....Pages 287-296
 A Novel Color Image Encryption Scheme Based on Controlled Alternate Quantum Walks and DNA Sequence Operations  (Ting Yan, Dan Li)....Pages 297-306
 Cloud-Assisted Privacy Protection for Data Retrieval Against Keyword Guessing Attacks  (Zhenwei Chen, Yinghui Zhang, Gang Han, Jiangyong He, Rui Guo, Dong Zheng)....Pages 307-316
 Deep Learning Algorithms Design and Implementation Based on Differential Privacy  (Xuefeng Xu, Yanqing Yao, Lei Cheng)....Pages 317-330
 Building Undetectable Covert Channels Over Mobile Networks with Machine Learning  (Xiaosong Zhang, Ling Pang, Linhong Guo, Yuanzhang Li)....Pages 331-339
 An Improved Privacy-Preserving Stochastic Gradient Descent Algorithm  (Xianfu Cheng, Yanqing Yao, Ao Liu)....Pages 340-354
 Recommender Systems with Condensed Local Differential Privacy  (Ao Liu, Yanqing Yao, Xianfu Cheng)....Pages 355-365
 Exploiting Bluetooth to Enquire Close Contacts Without Privacy Leakage  (Suhang Wang, Chen Wang, Jian Xu)....Pages 366-375
 A Differentially Private Random Decision Tree Classifier with High Utility  (Datong Wu, Taotao Wu, Xiaotong Wu)....Pages 376-385
 Research on Blind Signature Based Anonymous Electronic Cash Scheme  (Ying Wang, Haojia Zhu, Fengyin Li)....Pages 386-392
 A Verifiable E-Lottery Scheme  (Yin Zhang, Fanglin An, Kejie Zhao, Jun Ye)....Pages 393-401
 Re-Training and Parameter Sharing with the Hash Trick for Compressing Convolutional Neural Networks  (Xu Gou, Linbo Qing, Yi Wang, Mulin Xin)....Pages 402-416
 Survey on Privacy-Preserving Machine Learning Protocols  (Ruidi Yang)....Pages 417-425
 Efficient Privacy-Preserving Binary Tree Search  (Ruidi Yang, Maohua Sun)....Pages 426-436
 Privacy-Preserving Classification of Personal Data with Fully Homomorphic Encryption: An Application to High-Quality Ionospheric Data Prediction  (Zheng Li, Maohua Sun)....Pages 437-446
 An Improved Method for Data Storage Based on Blockchain Smart Contract  (Dongxiang Song, Mingju Yuan)....Pages 447-460
 Security Problems and Countermeasures of Network Accounting Information System  (Yanling Hu)....Pages 461-469
 Analysis on Industrial Internet Traffic Characteristics  (Shiyu Chen, Qianmu Li, Huaqiu Long, Jian Jiang)....Pages 470-483
 User Personalized Location k Anonymity Privacy Protection Scheme with Controllable Service Quality  (Ting Liu, Guanghui Yan, Gang Cai, Qiong Wang, Mingjie Yang)....Pages 484-499
 Attack and Repair Strategies for Computer Network About Viruses  (Sheng Hong, Yue Wang)....Pages 500-510
 Vulnerability Variants and Matching in Networks  (Meihui Lan, Wei Gao)....Pages 511-518
 A File-Level Continuous Data Protection Scheme for Enforcing Security Baseline  (Xiangxiang Jiang, Yuxi Ma, Gang Zhao, Xiaohui Kuang, Yuanzhang Li, Ruyun Zhang)....Pages 519-529
 A Novel Method of Network Security Situation Assessment Based on Evidential Network  (Xiang Li, Xinyang Deng, Wen Jiang)....Pages 530-539
 Research and Application of Digital Signature Technology  (Yanli Wang, Ying Zheng, Fengyin Li)....Pages 540-546
 A Low Energy-Consuming Security Data Aggregation Protocol  (Hui Dou, Yuling Chen, Yangyang Long, Yuanchao Tu)....Pages 547-557
 Research on Blockchain-Based Identity Authentication Scheme in Social Networks  (Xinying Yu, Rui Ge, Fengyin Li)....Pages 558-565
 A Secure Multi-party Computational Adversary Selection Model Based on Time-Varying of Entropy  (Xinyu Zhang, YuJun Liu, Yuling Chen, Zhan Wang)....Pages 566-577
 An Efficient Public Batch Auditing Scheme for Data Integrity in Standard Model  (Haining Yang, Ye Su, Jing Qin, Jinhua Ma, Huaxiong Wang)....Pages 578-592
 A Block Chain Dynamic Key Sharing and Updating Scheme Based on the (t, n) Threshold  (Wei Tang, Yu-Ling Chen, Yun Yang)....Pages 593-606
 Attribute Propagation Enhanced Community Detection Model for Bitcoin De-anonymizing  (Jiming Wang, Xueshuo Xie, Yaozheng Fang, Ye Lu, Tao Li, Guiling Wang)....Pages 607-622
 A Secure and Moderate Data Synchronization Method Based on Network Isolation  (Bing Zhang, Zhiyong Guo, Yangdan Ni, Meng Yang, Ruiying Cheng, Yu Xiao)....Pages 623-633
 Secret Image Sharing Based on Chinese Remainder Theorem over a Polynomial Ring  (Shuai Zhang, Fuyou Miao)....Pages 634-643
Back Matter ....Pages 645-650