2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS 2019) Tianjin, China 4 – 6 December 2019 Pages 1-505 IEEE Catalog Number: CFP19036-POD ISBN: 978-1-7281-2584-8 1/2 Copyright © 2019 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. 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IEEE Catalog Number: CFP19036-POD ISBN (Print-On-Demand): 978-1-7281-2584-8 ISBN (Online): 978-1-7281-2583-1 ISSN: 1521-9097 Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: [email protected] Web: www.proceedings.com 2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS) ICPADS 2019 Table of Contents Message from General Chairs xxiii Message from Program Chairs xxiv Organizing Committee xxv Workshop Organizing Committee xxvii Program Committee xxviii Big Data & Cloud Computing DCSA: Using Density-Based Clustering and Sequential Association Analysis to Predict Alarms in Telecommunication Networks 1 Peng Lin (Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, China), Kejiang Ye (Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, China), Ming Chen (Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, China), and Cheng-Zhong Xu (University of Macau, Macau, China) Adaptive Function Launching Acceleration in Serverless Computing Platforms 9 Zhengjun Xu (Beijing University of Posts and Telecommunications, China), Haitao Zhang (Beijing University of Posts and Telecommunications, China), Xin Geng (Beijing University of Posts and Telecommunications, China), Qiong Wu (Beijing University of Posts and Telecommunications, China), and Huadong Ma (Beijing University of Posts and Telecommunications, China) An Active Method to Mitigate the Long Latencies for Host-Aware Shingle Magnetic Recording Drives 17 Peng Xu (Huazhong University of Science and Technology, China), Jiguang Wan (Huazhong University of Science and Technology, China), Ping Huang (Temple University, USA), Bihua Shu (Huazhong University of Science and Technology, China), Chenlei Tang (Huazhong University of Science and Technology, China), and Changsheng Xie (Huazhong University of Science and Technology, China) Cloud Computing Task Scheduling Method Based on a Coral Reefs Optimization Algorithm 27 Wei Chen (Nanjing University of Posts and Telecommunications) and hongpo xu (Nanjing University of Posts and Telecommunications) v An Efficient and Transparent Approach for Adaptive Intra-and Inter-Node Virtual Machine Communication in Virtualized Clouds 35 Yi Ren (National University of Defense Technology, China), Renshi Liu (National University of Defense Technology, China), Qi Zhang (IBM Thomas J. Watson Research Center, USA), Jianbo Guan (National University of Defense Technology, China), Ziqi You (National University of Defense Technology, China), Yusong Tan (National University of Defense Technology, China), and Qingbo Wu (National University of Defense Technology, China) Bridging Server and Cooling: Toward Effective Energy Management in Data Centers 45 Biyu Zhou (Institute of Information Engineering, Chinese Academy of Sciences), Xiaohui Song (Institute of Information EngineeringChinese Academy of Sciences), Xiang Shi (Institute of Computer TechnologyChinese Academy of Sciences), Yijun Lu (Alibaba Cloud Computing Co. Ltd.), and Songlin Hu (Institute of Information Engineering, Chinese Academy of Sciences) ADGS: Anomaly Detection and Localization Based on Graph Similarity in Container-Based Clouds 53 Chengzhi Lu (Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences), Kejiang Ye (Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences), Wenyan Chen (Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences), and Cheng-Zhong Xu (University of Macau) Labeling Scheduler: A Flexible Labeling-Based Jointly Scheduling Approach for Big Data Analysis 61 Xin Li (Nanjing University of Aeronautics and Astronautics, China), Zhuzhong Qian (Nanjing University, China), Jianjun Qiu (Nanjing University of Aeronautics and Astronautics, China), Xiaolin Qin (Nanjing University of Aeronautics and Astronautics, China), and Jie Wu (Temple University, US) UR: A User-Based Collaborative Filtering Recommendation System Based on Trust Mechanism and Time Weighting 69 Lei Zhang (Tianjin University), Zhijun Zhang (Tianjin University), Jufang He (Tianjin University), and Zhenyu Zhang (Tianjin University) IGATA: An Attraction-Based Online Task Recommendation Framework in Freemium-Crowdsourcing Platform 77 Yuchen Xia (Shanghai Jiao Tong University, China), Shenwei Chen (Shanghai Jiao Tong University, China), Xiaofeng Gao (Shanghai Jiao Tong University, China), Haipeng Dai (Nanjing University, China), and Guihai Chen (Shanghai Jiao Tong University, China) Maximizing Profits of Allocating Limited Resources under Stochastic User Demands 85 Bing Shi (Wuhan University of Technology, China) and Bingzhen Li (Wuhan University of Technology, China) Accelerating Fine-Grained Spatial-Textual Trajectory Similarity Joins with GPGPUs 93 Kaixing Dong (Shanghai Jiao Tong University, China), Yanmin Zhu (Shanghai Jiao Tong University, China), Yaofeng Xue (East China Normal University, China), Qiuxia Chen (Shenzhen Polytechnic, China), Ning Fu (Wonders Group, China), and Jiadi Yu (Shanghai Jiao Tong University, China) vi Multi-Path Routing Oriented Flow Statistics Collection in Software Defined Networks 101 Jie Zhang (The Hong Kong Polytechnic University), Song Guo (The Hong Kong Polytechnic University), Deze Zeng (China University of Geosciences), and Zhihao Qu (The Hong Kong Polytechnic University) Distributed Fuzzy Rough Set for Big Data Analysis in Cloud Computing 109 Wenhao Qu (Shanghai Jiao Tong University), Linghe Kong (Shanghai Jiao Tong University), Kaishun Wu (Shenzhen University), Feilong Tang (Shanghai Jiao Tong University), and Guihai Chen (Shanghai Jiao Tong University) Timed Data Plane Update in Data Center Network 117 Yuxiang Liu (Shanghai Jiao Tong University), Xiaofeng Gao (Shanghai Jiao Tong University), Jiaqi Zheng (Nanjing University), and Guihai Chen (Shanghai Jiao Tong University) Leveraging Spatio-Temporal Patterns for Predicting Citywide Traffic Crowd Flows Using Deep Hybrid Neural Networks 125 Ahmad Ali (Shanghai Jiao Tong University), Yanmin Zhu (Shanghai Jiao Tong University), Qiuxia Chen (Shenzhen Polytechnic), Jiadi Yu (Shanghai Jiao Tong University), and Haibin Cai (East China Normal University) Push-Based Network-efficient Hadoop YARN Scheduling Mechanism for In-Memory Computing 133 Rong Gu (National Key Laboratory for Novel Software Technology, China), Kaixuan Huang (National Key Laboratory for Novel Software Technology, China), Zhixiang Zhang (National Key Laboratory for Novel Software Technology, China), Chunfeng Yuan (National Key Laboratory for Novel Software Technology, China), and Yihua Huang (National Key Laboratory for Novel Software Technology, China) LADD: A Length-Adaptive Approach to Detecting Taxi Anomalous Detours 141 Xuansheng Lu (Shanghai Jiao Tong University, China), Weiyu Cheng (Shanghai Jiao Tong University, China), Yanyan Shen (Shanghai Jiao Tong University, China), and Yanmin Zhu (Shanghai Jiao Tong University, China) Characterizing and Balancing the Workloads of Semi-Containerized Clouds 145 Shang Zhao (Shanghai Jiao Tong University), Shuai Xue (Shanghai Jiao Tong University), Quan Chen (Shanghai Jiao Tong University), and Minyi Guo (Shanghai Jiao Tong University) Deep Tracking Students' Identity and Motion in Classroom 149 Wan-Yu Deng (Xi’an University of Posts & Telecommunications, Xi’an, China), Ying Wang (Xi’an University of Posts & Telecommunications, Xi’an, China), and Jie Men (Xi’an University of Posts & Telecommunications, Xi’an, China) Resource Optimization and Traffic-Aware VNF Placement in NFV-Enabled Networks 153 Yi Yue (Beijing University of Posts and Telecommunications, China), Bo Cheng (Beijing University of Posts and Telecommunications, China), Xuan Liu (Beijing University of Posts and Telecommunications, China), Meng Wang (Beijing University of Posts and Telecommunications, China), and Biyi Li (Beijing University of Posts and Telecommunications, China) vii OctopusKing: A TCT-Aware Task Scheduling on Spark Platform 159 Haizhou Du (Shanghai University of Electric Power), Keke Zhang (Shanghai University of Electric Power), and Sheng Huang (Shanghai University of Electric Power) A+ Tuning: Architecture+Application Auto-Tuning for In-Memory Data-Processing Frameworks 163 Han Wang (University of California, Davis), Setareh Rafatirad (George Mason University), and Houman Homayoun (University of California, Davis) A Novel Algorithm for Optimizing Selection of Cloud Instance