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Table of Contents Network and Parallel Computing Guang R. Gao, Depei Qian, Xinbo Gao, Barbara Chapman, Wenguang Chen Front Matter Memory: Non-Volatile, Solid State Drives, Hybrid Systems VIOS: A Variation-Aware I/O Scheduler for Flash-Based Storage Systems Jinhua Cui, Weiguo Wu, Shiqiang Nie, Jianhang Huang, Zhuang Hu, Nianjun Zou, Yinfeng Wang 3-16 Exploiting Cross-Layer Hotness Identification to Improve Flash Memory System Performance Jinhua Cui, Weiguo Wu, Shiqiang Nie, Jianhang Huang, Zhuang Hu, Nianjun Zou, Yinfeng Wang 17-28 Efficient Management for Hybrid Memory in Managed Language Runtime Chenxi Wang, Ting Cao, John Zigman, Fang Lv, Yunquan Zhang, Xiaobing Feng 29-42 Resilience and Reliability Application-Based Coarse-Grained Incremental Checkpointing Based on Non-volatile Memory Zhan Shi, Kai Lu, Xiaoping Wang, Wenzhe Zhang, Yiqi Wang 45-57 DASM: A Dynamic Adaptive Forward Assembly Area Method to Accelerate Restore Speed for Deduplication-Based Backup Systems Chao Tan, Luyu Li, Chentao Wu, Jie Li 58-70 Scheduling and Load-Balancing A Statistics Based Prediction Method for Rendering Application Qian Li, Weiguo Wu, Long Xu, Jianhang Huang, Mingxia Feng 73-84 IBB: Improved K-Resource Aware Backfill Balanced Scheduling for HTCondor Lan Liu, Zhongzhi Luan, Haozhan Wang, Depei Qian 85-92 Multipath Load Balancing in SDN/OSPF Hybrid Network Xiangshan Sun, Zhiping Jia, Mengying Zhao, Zhiyong Zhang 93-100 Heterogeneous Systems A Study of Overflow Vulnerabilities on GPUs Bang Di, Jianhua Sun, Hao Chen 103-115 Streaming Applications on Heterogeneous Platforms Zhaokui Li, Jianbin Fang, Tao Tang, Xuhao Chen, Canqun Yang 116-129 Data Processing and Big Data DSS: A Scalable and Efficient Stratified Sampling Algorithm for Large-Scale Datasets Minne Li, Dongsheng Li, Siqi Shen, Zhaoning Zhang, Xicheng Lu 133-146 A Fast and Better Hybrid Recommender System Based on Spark Jiali Wang, Hang Zhuang, Changlong Li, Hang Chen, Bo Xu, Zhuocheng He, Xuehai Zhou 147-159 Discovering Trip Patterns from Incomplete Passenger Trajectories for Inter-zonal Bus Line Planning Zhaoyang Wang, Beihong Jin, Fusang Zhang, Ruiyang Yang, Qiang Ji 160-171 FCM: A Fine-Grained Crowdsourcing Model Based on Ontology in Crowd-Sensing Jian An, Ruobiao Wu, Lele Xiang, Xiaolin Gui, Zhenlong Peng 172-179 QIM: Quantifying Hyperparameter Importance for Deep Learning Dan Jia, Rui Wang, Chengzhong Xu, Zhibin Yu 180-188 Algorithms and Computational Models Toward a Parallel Turing Machine Model Peng Qu, Jin Yan, Guang Gao 191-204 On Determination of Balance Ratio for Some Tree Structures Daxin Zhu, Tinran Wang, Xiaodong Wang 205-212

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