2 papers
stat.ML2025
DAG Learning from Zero-Inflated Count Data Using Continuous Optimization
Noriaki Sato, Marco Scutari, Shuichi Kawano +2
We address network structure learning from zero-inflated count data by casting each node as a zero-inflated generalized linear model and optimizing a smooth, score-based objective…
q-bio.MN2025
Practical Causal Evaluation Metrics for Biological Networks
Noriaki Sato, Marco Scutari, Shuichi Kawano +2
Estimating causal networks from biological data is a critical step in systems biology. When evaluating the inferred network, assessing the networks based on their intervention effe…