Sampling Techniques and Rare Event Distribution.

Sampling must preserve the rare tail of the distribution[cite: 1].

Standard random sampling might delete all anomalies. Stratified sampling or reservoir sampling for streams is needed to ensure anomalies are represented in training/testing[cite: 1].