156 citations · 257 across the 30 of their papers we have counts for
5 papers · 1 filter
Bayesian Sparse Regression for Mixed Multi-Responses with Application to Runtime Metrics Prediction in Fog Manufacturing
Xiaoyu Chen, Xiaoning Kang, Ran Jin +1
Fog manufacturing can greatly enhance traditional manufacturing systems through distributed Fog computation units, which are governed by predictive computational workload offloadin…
Modeling and Active Learning for Experiments with Quantitative-Sequence Factors
Qian Xiao, Yaping Wang, Abhyuday Mandal +1
A new type of experiment that aims to determine the optimal quantities of a sequence of factors is eliciting considerable attention in medical science, bioengineering, and many oth…
Clustering-based Imputation for Dropout Buyers in Large-scale Online Experimentation
Sumin Shen, Huiying Mao, Zezhong Zhang +3
In online experimentation, appropriate metrics (e.g., purchase) provide strong evidence to support hypotheses and enhance the decision-making process. However, incomplete metrics a…
A UCB-based Tree Search Approach to Joint Verification-Correction Strategy for Large Scale Systems
Peng Xu, Xinwei Deng, Alejandro Salado
Verification planning is a sequential decision-making problem that specifies a set of verification activities (VA) and correction activities (CA) at different phases of system deve…
EzGP: Easy-to-Interpret Gaussian Process Models for Computer Experiments with Both Quantitative and Qualitative Factors
Qian Xiao, Abhyuday Mandal, C. Devon Lin +1
Computer experiments with both quantitative and qualitative (QQ) inputs are commonly used in science and engineering applications. Constructing desirable emulators for such compute…