8 citations · 9 across the 3 of their papers we have counts for
4 papers
RobustScaler: QoS-Aware Autoscaling for Complex Workloads
Huajie Qian, Qingsong Wen, Liang Sun +3
Autoscaling is a critical component for efficient resource utilization with satisfactory quality of service (QoS) in cloud computing. This paper investigates proactive autoscaling…
CloudRCA: A Root Cause Analysis Framework for Cloud Computing Platforms
Yingying Zhang, Zhengxiong Guan, Huajie Qian +7
As business of Alibaba expands across the world among various industries, higher standards are imposed on the service quality and reliability of big data cloud computing platforms…
Learning Prediction Intervals for Regression: Generalization and Calibration
Haoxian Chen, Ziyi Huang, Henry Lam +2
We study the generation of prediction intervals in regression for uncertainty quantification. This task can be formalized as an empirical constrained optimization problem that mini…
Combating Conservativeness in Data-Driven Optimization under Uncertainty: A Solution Path Approach
Henry Lam, Huajie Qian
In data-driven optimization, solution feasibility is often ensured through a "safe" reformulation of the uncertain constraints, such that an obtained data-driven solution is guaran…