Data motifs: A lens towards fully understanding big data and ai workloads

W Gao, J Zhan, L Wang, C Luo, D Zheng… - Proceedings of the 27th …, 2018 - dl.acm.org
The complexity and diversity of big data and AI workloads make understanding them difficult
and challenging. This paper proposes a new approachto modelling and characterizing big …

Multi-domain and sub-role oriented software architecture for managing scientific big data

Q Sun, Y Liu, W Tian, Y Guo, J Lu - Workshop on Big Scientific Data …, 2018 - Springer
Abstract The existing Scientific Data Management Systems (SDMSs) usually focus on a
single domain and the interaction pattern of each subsystem is complex. What's more, the …