The Internet of Things, privacy, and technical constraints increase the demand for edge- based data-driven services, which is one of the major goals of Industry 4.0 and Society 5.0 …
Y Zhu, J Liu - IEEE Transactions on Cloud Computing, 2019 - ieeexplore.ieee.org
Performance tuning can improve the system performance and thus enable the reduction of cloud computing resources needed to support an application. Due to the ever increasing …
H Dou, L Zhang, Y Zhang, P Chen, Z Zheng - Journal of Parallel and …, 2023 - Elsevier
Big data processing frameworks such as Spark usually provide a large number of performance-related configuration parameters, how to auto-tune these parameters for a …
The use of cloud services to process a large amount of data is growing and demands for scalable, reliable, and highly available services in cloud environments are raising. The …
Data skew, which is the result of uneven distribution of data among tasks in big data processing frameworks such as MapReduce, causes significant variation in the execution …
S Huang, C Chen, G Zhu, J Xin, Z Wang… - Intelligent …, 2022 - spj.science.org
Stream data processing systems are becoming increasingly popular in the big data era. Systems such as Apache Flink typically provide a number (eg, 30) of configuration …
S Huang, C Chen, G Zhu, J Xin, Z Wang, K Hwang… - 2022 - spj.science.org
Stream data processing systems are becoming increasingly popular in the big data era. Systems such as Apache Flink typically provide a number (eg, 30) of configuration …
Many companies regularly run Big Data analysis, and need to optimize their resource usage considering cost, deadline, and environmental impact simultaneously. The cloud allows …
Y Shan, C Chen, D Cao, Z Wang… - 2021 7th International …, 2021 - ieeexplore.ieee.org
With the explosive growth of social networking services and traffic information, graph structured data has promoted the development of analytical tools. GraphX is an API of …