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PaperHigh credibilityACM Computing Surveys 46(4) · João Gama, Indrė Žliobaitė, Albert Bifet, Mykola Pechenizkiy, Abdelhamid Bouchachia · April 1, 2014

A Survey on Concept Drift Adaptation

Our summary

The standard reference on concept drift — when the relationship between inputs and the target changes over time — categorizing detection strategies and the evaluation methodology for adaptive systems.

Why it matters

Frames drift and decay as a first-class, monitorable phenomenon, the premise of re-running a fixed suite against each release to catch quiet regressions.

Cited by these methods

Published June 26, 2026

Cite this

Qlarify Labs. (2026). A Survey on Concept Drift Adaptation. Retrieved from https://labs.qlarify.fi/references/concept-drift-adaptation-survey-2014