Benchmarking, Measuring, and Optimizing: First BenchCouncil International Symposium, Bench 2018, Seattle, WA, USA, December 10-13, 2018, Revised Selected Papers

Front Matter ....Pages i-xi
Front Matter ....Pages 1-1
 AIBench: Towards Scalable and Comprehensive Datacenter AI Benchmarking  (Wanling Gao, Chunjie Luo, Lei Wang, Xingwang Xiong, Jianan Chen, Tianshu Hao et al.)....Pages 3-9
 HPC AI500: A Benchmark Suite for HPC AI Systems  (Zihan Jiang, Wanling Gao, Lei Wang, Xingwang Xiong, Yuchen Zhang, Xu Wen et al.)....Pages 10-22
 Edge AIBench: Towards Comprehensive End-to-End Edge Computing Benchmarking  (Tianshu Hao, Yunyou Huang, Xu Wen, Wanling Gao, Fan Zhang, Chen Zheng et al.)....Pages 23-30
 AIoT Bench: Towards Comprehensive Benchmarking Mobile and Embedded Device Intelligence  (Chunjie Luo, Fan Zhang, Cheng Huang, Xingwang Xiong, Jianan Chen, Lei Wang et al.)....Pages 31-35
 A Survey on Deep Learning Benchmarks: Do We Still Need New Ones?  (Qin Zhang, Li Zha, Jian Lin, Dandan Tu, Mingzhe Li, Fan Liang et al.)....Pages 36-49
Front Matter ....Pages 51-51
 Benchmarking VM Startup Time in the Cloud  (Samiha Islam Abrita, Moumita Sarker, Faheem Abrar, Muhammad Abdullah Adnan)....Pages 53-64
 An Open Source Cloud-Based NoSQL and NewSQL Database Benchmarking Platform for IoT Data  (Arjun Pandya, Chaitanya Kulkarni, Kunal Mali, Jianwu Wang)....Pages 65-77
 Scalability Evaluation of Big Data Processing Services in Clouds  (Xin Zhou, Congfeng Jiang, Yeliang Qiu, Tiantian Fan, Yumei Wang, Liangbin Zhang et al.)....Pages 78-90
 PAIE: A Personal Activity Intelligence Estimator in the Cloud  (Yingjie Shi, Fang Du, Yanyan Zhang, Zhi Li, Tao Zhang)....Pages 91-104
 DCMIX: Generating Mixed Workloads for the Cloud Data Center  (Xingwang Xiong, Lei Wang, Wanling Gao, Rui Ren, Ke Liu, Chen Zheng et al.)....Pages 105-117
 Machine-Learning Based Spark and Hadoop Workload Classification Using Container Performance Patterns  (Mikhail Genkin, Frank Dehne, Pablo Navarro, Siyu Zhou)....Pages 118-130
 Testing Raft-Replicated Database Systems  (Guohao Ding, Weining Qian, Peng Cai, Tianze Pang, Qiong Zhao)....Pages 131-144
Front Matter ....Pages 145-145
 Benchmarking for Transaction Processing Database Systems in Big Data Era  (Chunxi Zhang, Yuming Li, Rong Zhang, Weining Qian, Aoying Zhou)....Pages 147-158
 UMDISW: A Universal Multi-Domain Intelligent Scientific Workflow Framework for the Whole Life Cycle of Scientific Data  (Qi Sun, Yue Liu, Wenjie Tian, Yike Guo, Bocheng Li)....Pages 159-171
 MiDBench: Multimodel Industrial Big Data Benchmark  (Yijian Cheng, Mengqian Cheng, Hao Ge, Yuhe Guo, Yuanzhe Hao, Xiaoguang Sun et al.)....Pages 172-185
Front Matter ....Pages 187-187
 Power Characterization of Memory Intensive Applications: Analysis and Implications  (Yeliang Qiu, Congfeng Jiang, Tiantian Fan, Yumei Wang, Liangbin Zhang, Jian Wan et al.)....Pages 189-201
 Multi-USVs Coordinated Detection in Marine Environment with Deep Reinforcement Learning  (Ruiying Li, Rui Wang, Xiaohui Hu, Kai Li, Haichang Li)....Pages 202-214
 EC-Bench: Benchmarking Onload and Offload Erasure Coders on Modern Hardware Architectures  (Haiyang Shi, Xiaoyi Lu, Dhabaleswar K. Panda)....Pages 215-230
Front Matter ....Pages 231-231
 Benchmarking SpMV Methods on Many-Core Platforms  (Biwei Xie, Zhen Jia, Yungang Bao)....Pages 233-247
 Benchmarking Parallel K-Means Cloud Type Clustering from Satellite Data  (Carlos Barajas, Pei Guo, Lipi Mukherjee, Susan Hoban, Jianwu Wang, Daeho Jin et al.)....Pages 248-260
Back Matter ....Pages 261-262