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.
Monte Carlo sampling meth- ods using Markov chains and their applications,
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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.