3 papers
math.OC2025
Optimal Data Reduction under Information-Theoretic Criteria
Taotao He, Jun Luo, Junkai Zhao
Selecting an optimal subset of features or instances under an information theoretic criterion has become an effective preprocessing strategy for reducing data complexity while pres…
stat.ML2024
Sensitivity Analysis on Policy-Augmented Graphical Hybrid Models with Shapley Value Estimation
Junkai Zhao, Wei Xie, Jun Luo
Driven by the critical challenges in biomanufacturing, including high complexity and high uncertainty, we propose a comprehensive and computationally efficient sensitivity analysis…
stat.ME2024
Sensitivity Analysis on Interaction Effects of Policy-Augmented Bayesian Networks
Junkai Zhao, Jun Luo, Wei Xie +1
Biomanufacturing plays an important role in supporting public health and the growth of the bioeconomy. Modeling and studying the interaction effects among various input variables i…