498 citations · 1.1k across the 23 of their papers we have counts for
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cs.DC2018★ 44 cited
Model-Free Control for Distributed Stream Data Processing using Deep Reinforcement Learning
Teng Li, Zhiyuan Xu, Jian Tang +1
In this paper, we focus on general-purpose Distributed Stream Data Processing Systems (DSDPSs), which deal with processing of unbounded streams of continuous data at scale distribu…
cs.DC2017★ 53 cited
A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning
Ning Liu, Zhe Li, Zhiyuan Xu +5
Automatic decision-making approaches, such as reinforcement learning (RL), have been applied to (partially) solve the resource allocation problem adaptively in the cloud computing…