Machine Learning for Cyber Security: Second International Conference, ML4CS 2019, Xi’an, China, September 19-21, 2019, Proceedings (Lecture Notes in Computer Science Book 11806)

"This book constitutes the proceedings of the Second International Conference on Machine Learning for Cyber Security, ML4CS 2019, held in Xian, China in September 2019. The 23 revised full papers and 3 short papers presented were carefully reviewed and selected from 70 submissions. The papers detail all aspects of machine learning in network infrastructure security, in network security detections and in application software security" -- OhioLink Library Catalog Front Matter ....Pages i-xiii Network Data Collection, Fusion, Mining and Analytics for Cyber Security (Zheng Yan)....Pages 1-5 Malicious Web Request Detection Using Character-Level CNN (Wei Rong, Bowen Zhang, Xixiang Lv)....Pages 6-16 A LBP Texture Analysis Based Liveness Detection for Face Authentication (Zhiqiong Yang, Qiuheng Li, Yan Li, Zilong Wang)....Pages 17-28 A Survey on Deep Learning Techniques for Privacy-Preserving (Harry Chandra Tanuwidjaja, Rakyong Choi, Kwangjo Kim)....Pages 29-46 Quantifiable Network Security Measurement: A Study Based on an Index System (Guoquan Li, Yulong Fu, Zheng Yan, Weilin Hao)....Pages 47-62 CatraDroid: A Call Trace Driven Detection of Malicious Behaiviors in Android Applications (Cong Sun, Jun Chen, Pengbin Feng, Jianfeng Ma)....Pages 63-77 Password Guessing via Neural Language Modeling (Hang Li, Mengqi Chen, Shengbo Yan, Chunfu Jia, Zhaohui Li)....Pages 78-93 A Cooperative Placement Method for Machine Learning Workflows and Meteorological Big Data Security Protection in Cloud Computing (Xinzhao Jiang, Wei Kong, Xin Jin, Jian Shen)....Pages 94-111 A Lightweight Certificateless User Authentication Scheme for Mobile Environment (Alzubair Hassan, Rafik Hamza, Vittor Gift Mawutor, Akash Suresh Patil, Fagen Li)....Pages 112-122 Detection of GPS Spoofing Attack on Unmanned Aerial Vehicle System (Chen Liang, Meixia Miao, Jianfeng Ma, Hongyan Yan, Qun Zhang, Xinghua Li et al.)....Pages 123-139 SwipeVLock: A Supervised Unlocking Mechanism Based on Swipe Behavior on Smartphones (Wenjuan Li, Jiao Tan, Weizhi Meng, Yu Wang, Jing Li)....Pages 140-153 An Enumeration-Like Vector Sampling Method for Solving Approximate SVP (Luan Luan, Chunxiang Gu, Yonghui Zheng)....Pages 154-172 Secure Multiparty Learning from Aggregation of Locally Trained Models (Xu Ma, Cunmei Ji, Xiaoyu Zhang, Jianfeng Wang, Jin Li, Kuan-Ching Li)....Pages 173-182 Data-Driven Android Malware Intelligence: A Survey (Junyang Qiu, Surya Nepal, Wei Luo, Lei Pan, Yonghang Tai, Jun Zhang et al.)....Pages 183-202 Semantically Secure and Verifiable Multi-keyword Search in Cloud Computing (Lili Zhang, Wenjie Wang, Yuqing Zhang)....Pages 203-223 Content Recognition of Network Traffic Using Wavelet Transform and CNN (Yu Liang, Yi Xie, Xingrui Fei, Xincheng Tan, Haishou Ma)....Pages 224-238 Compositional Information Flow Verification for Inter Application Communications in Android System (Xue Rao, Ning Xi, Jing Lv, Pengbin Feng)....Pages 239-252 A Blackboard Sharing Mechanism for Community Cyber Threat Intelligence Based on Multi-Agent System (Yue Lin, He Wang, Bowen Yang, Mingrui Liu, Yin Li, Yuqing Zhang)....Pages 253-270 A Lightweight Secure IoT Surveillance Framework Based on DCT-DFRT Algorithms (Rafik Hamza, Alzubair Hassan, Akash Suresh Patil)....Pages 271-278 Interpretable Encrypted Searchable Neural Networks (Kai Chen, Zhongrui Lin, Jian Wan, Chungen Xu)....Pages 279-289 Game Theory Based Dynamic Defense Mechanism for SDN (Deming Mao, Shuwen Zhang, Ling Zhang, Yu Feng)....Pages 290-303 A Visualization-Based Analysis on Classifying Android Malware (Rory Coulter, Lei Pan, Jun Zhang, Yang Xiang)....Pages 304-319 Protecting the Visual Fidelity of Machine Learning Datasets Using QR Codes (Yang-Wai Chow, Willy Susilo, Jianfeng Wang, Richard Buckland, Joonsang Baek, Jongkil Kim et al.)....Pages 320-335 Reinforcement Learning Based UAV Trajectory and Power Control Against Jamming (Zihan Lin, Xiaozhen Lu, Canhuang Dai, Geyi Sheng, Liang Xiao)....Pages 336-347 A Fair and Efficient Secret Sharing Scheme Based on Cloud Assisting (Mingwu Zhang, Xiao Chen, Gang Shen, Yong Ding)....Pages 348-360 Secure and Fast Decision Tree Evaluation on Outsourced Cloud Data (Lin Liu, Jinshu Su, Rongmao Chen, Jinrong Chen, Guangliang Sun, Jie Li)....Pages 361-377 Who Activated My Voice Assistant? A Stealthy Attack on Android Phones Without Users’ Awareness (Rongjunchen Zhang, Xiao Chen, Sheng Wen, James Zheng)....Pages 378-396 Back Matter ....Pages 397-398