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.
Learning Bayesian networks: The combina- tion of knowledge and statistical data,
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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.