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1st Bench 2018: Seattle, WA, USA
- Chen Zheng, Jianfeng Zhan:
Benchmarking, Measuring, and Optimizing - First BenchCouncil International Symposium, Bench 2018, Seattle, WA, USA, December 10-13, 2018, Revised Selected Papers. Lecture Notes in Computer Science 11459, Springer 2019, ISBN 978-3-030-32812-2
AI Benchmarking
- Wanling Gao, Chunjie Luo, Lei Wang, Xingwang Xiong, Jianan Chen, Tianshu Hao, Zihan Jiang, Fanda Fan, Mengjia Du, Yunyou Huang, Fan Zhang, Xu Wen, Chen Zheng, Xiwen He, Jiahui Dai, Hainan Ye, Zheng Cao, Zhen Jia, Kent Zhan, Haoning Tang, Daoyi Zheng, Biwei Xie, Wei Li, Xiaoyu Wang, Jianfeng Zhan:
AIBench: Towards Scalable and Comprehensive Datacenter AI Benchmarking. 3-9 - Zihan Jiang, Wanling Gao, Lei Wang, Xingwang Xiong, Yuchen Zhang, Xu Wen, Chunjie Luo, Hainan Ye, Xiaoyi Lu, Yunquan Zhang, Shengzhong Feng, Kenli Li, Weijia Xu, Jianfeng Zhan:
HPC AI500: A Benchmark Suite for HPC AI Systems. 10-22 - Tianshu Hao, Yunyou Huang, Xu Wen, Wanling Gao, Fan Zhang, Chen Zheng, Lei Wang, Hainan Ye, Kai Hwang, Zujie Ren, Jianfeng Zhan:
Edge AIBench: Towards Comprehensive End-to-End Edge Computing Benchmarking. 23-30 - Chunjie Luo, Fan Zhang, Cheng Huang, Xingwang Xiong, Jianan Chen, Lei Wang, Wanling Gao, Hainan Ye, Tong Wu, Runsong Zhou, Jianfeng Zhan:
AIoT Bench: Towards Comprehensive Benchmarking Mobile and Embedded Device Intelligence. 31-35 - Qin Zhang, Li Zha, Jian Lin, Dandan Tu, Mingzhe Li, Fan Liang, Ren Wu, Xiaoyi Lu:
A Survey on Deep Learning Benchmarks: Do We Still Need New Ones? 36-49
Cloud
- Samiha Islam Abrita, Moumita Sarker, Faheem Abrar, Muhammad Abdullah Adnan:
Benchmarking VM Startup Time in the Cloud. 53-64 - Arjun Pandya, Chaitanya Kulkarni, Kunal Mali, Jianwu Wang:
An Open Source Cloud-Based NoSQL and NewSQL Database Benchmarking Platform for IoT Data. 65-77 - Xin Zhou, Congfeng Jiang, Yeliang Qiu, Tiantian Fan, Yumei Wang, Liangbin Zhang, Jian Wan, Weisong Shi:
Scalability Evaluation of Big Data Processing Services in Clouds. 78-90 - Yingjie Shi, Fang Du, Yanyan Zhang, Zhi Li, Tao Zhang:
PAIE: A Personal Activity Intelligence Estimator in the Cloud. 91-104 - Xingwang Xiong, Lei Wang, Wanling Gao, Rui Ren, Ke Liu, Chen Zheng, Yu Wen, Yi Liang:
DCMIX: Generating Mixed Workloads for the Cloud Data Center. 105-117 - Mikhail Genkin, Frank Dehne, Pablo Navarro, Siyu Zhou:
Machine-Learning Based Spark and Hadoop Workload Classification Using Container Performance Patterns. 118-130 - Guohao Ding, Weining Qian, Peng Cai, Tianze Pang, Qiong Zhao:
Testing Raft-Replicated Database Systems. 131-144
Big Data
- Chunxi Zhang, Yuming Li, Rong Zhang, Weining Qian, Aoying Zhou:
Benchmarking for Transaction Processing Database Systems in Big Data Era. 147-158 - Qi Sun, Yue Liu, Wenjie Tian, Yike Guo, Bocheng Li:
UMDISW: A Universal Multi-Domain Intelligent Scientific Workflow Framework for the Whole Life Cycle of Scientific Data. 159-171 - Yijian Cheng, Mengqian Cheng, Hao Ge, Yuhe Guo, Yuanzhe Hao, Xiaoguang Sun, Xiongpai Qin, Wei Lu, Yueguo Chen, Xiaoyong Du:
MiDBench: Multimodel Industrial Big Data Benchmark. 172-185
Modelling and Prediction
- Yeliang Qiu, Congfeng Jiang, Tiantian Fan, Yumei Wang, Liangbin Zhang, Jian Wan, Weisong Shi:
Power Characterization of Memory Intensive Applications: Analysis and Implications. 189-201 - Ruiying Li, Rui Wang, Xiaohui Hu, Kai Li, Haichang Li:
Multi-USVs Coordinated Detection in Marine Environment with Deep Reinforcement Learning. 202-214 - Haiyang Shi, Xiaoyi Lu, Dhabaleswar K. Panda:
EC-Bench: Benchmarking Onload and Offload Erasure Coders on Modern Hardware Architectures. 215-230
Algorithm and Implementations
- Biwei Xie, Zhen Jia, Yungang Bao:
Benchmarking SpMV Methods on Many-Core Platforms. 233-247 - Carlos Barajas, Pei Guo, Lipi Mukherjee, Susan Hoban, Jianwu Wang, Daeho Jin, Aryya Gangopadhyay, Matthias K. Gobbert:
Benchmarking Parallel K-Means Cloud Type Clustering from Satellite Data. 248-260
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