Ex4pmEngine.Cognition.Causal (ex4pm v26.9.9)

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Causal Discovery & Dependency Matrix Inference. Computes direct causal dependencies and confounding influences between activities from trace observations.

Summary

Functions

Computes the causal dependency matrix across unique activities in an event log. Uses heuristic net / inductive dependency score: dep(a, b) = (|a > b| - |b > a|) / (|a > b| + |b > a| + 1)

Functions

infer_causal_dependencies(traces)

Computes the causal dependency matrix across unique activities in an event log. Uses heuristic net / inductive dependency score: dep(a, b) = (|a > b| - |b > a|) / (|a > b| + |b > a| + 1)