25 citations · 70 across the 17 of their papers we have counts for
Showing 2019Show all
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cs.LG2019★ 21 cited
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus Loss
Xin Ding, Z. Jane Wang, William J. Welch
Filtering out unrealistic images from trained generative adversarial networks (GANs) has attracted considerable attention recently. Two density ratio based subsampling methods---Di…
stat.ML2019
Sequential Computer Experimental Design for Estimating an Extreme Probability or Quantile
Hao Chen, William J. Welch
A computer code can simulate a system's propagation of variation from random inputs to output measures of quality. Our aim here is to estimate a critical output tail probability or…
stat.ME2019★ 2 cited
Adaptive Partitioning Design and Analysis for Emulation of a Complex Computer Code
Sonja Surjanovic, William J. Welch
Computer models are used as replacements for physical experiments in a large variety of applications. Nevertheless, direct use of the computer model for the ultimate scientific obj…