Author

David Kaltenpoth

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#machine learning Preprint Jan 2026

Root Cause Analysis of Measurement and Mechanistic Anomalies

A causal model is formally defined that explicitly captures both types of anomalies by treating outliers as latent interventions on latent ("true") and observed ("measured") variables and show under which conditions the distinction is possible.

H. Suhr, David Kaltenpoth, J. Vreeken · 1 citation