Xianzheng Huang

Corrected score methods for estimating Bayesian networks with error-prone nodes

2020 · arXiv (Cornell University)

Motivated by inferring cellular signaling networks using noisy flow cytometry data, we develop procedures to draw inference for Bayesian networks based on error-prone data. Two methods for inferring causal relationships between nodes in a network …