MiCCD learns a causal model of abnormal system data and solves for the lowest-cost intervention that would have prevented the anomaly, outperforming six baselines in experiments.
Causal structure-based root cause analysis of outliers
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An Identifiable Cost-Aware Causal Decision-Making Framework Using Counterfactual Reasoning
MiCCD learns a causal model of abnormal system data and solves for the lowest-cost intervention that would have prevented the anomaly, outperforming six baselines in experiments.