Concept Drift from a Causal Perspective
This work proposes a taxonomy that categorizes drift events by their causal origin, including changes in exogenous variables, endogenous mechanisms, confounders, and target-generating processes, and develops an SCM-based data stream generator that simulates controlled mechanism-level drift events.
Eduardo V. L. Barboza, J. P. Barddal, R. Sabourin et al.
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