1 citations · 2 across the 5 of their papers we have counts for
5 papers
A Robust Asymmetric Kernel Function for Bayesian Optimization, with Application to Image Defect Detection in Manufacturing Systems
Areej AlBahar, Inyoung Kim, Xiaowei Yue
Some response surface functions in complex engineering systems are usually highly nonlinear, unformed, and expensive-to-evaluate. To tackle this challenge, Bayesian optimization, w…
Hit and Run ARMS: Adaptive Rejection Metropolis Sampling with Hit and Run Random Direction
Huaiye Zhang, Yuefeng Wu, Lulu Cheng +1
An algorithm for sampling from non-log-concave multivariate distributions is proposed, which improves the adaptive rejection Metropolis sampling (ARMS) algorithm by incorporating t…
Semiparametric Mixed Model for Evaluating Pathway-Environment Interaction
Zaili Fang, Inyoung Kim, Jeesun Jung
A biological pathway represents a set of genes that serves a particular cellular or a physiological function. The genes within the same pathway are expected to function together an…
A Graphical View of Bayesian Variable Selection
Zaili Fang, Inyoung Kim
In recent years, Ising prior with the network information for the "in" or "out" binary random variable in Bayesian variable selections has received more and more attentions. In thi…
Flexible Variable Selection for Recovering Sparsity in Nonadditive Nonparametric Models
Zaili Fang, Inyoung Kim, Patrick Schaumont
Variable selection for recovering sparsity in nonadditive nonparametric models has been challenging. This problem becomes even more difficult due to complications in modeling unkno…