Bayesian random effects estimation followed by stratified DirectLiNGAM causal discovery on 112 pumps shows 400x larger causal effects from operational features in slower-deteriorating equipment compared to faster-deteriorating ones.
DAGs with NO TEARS: Contin- uous optimization for structure learning,
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Understanding Deterioration Random Effects for Causal Discovery in Infrastructure Management
Bayesian random effects estimation followed by stratified DirectLiNGAM causal discovery on 112 pumps shows 400x larger causal effects from operational features in slower-deteriorating equipment compared to faster-deteriorating ones.