Preprocessing๏ƒ

Stability: Stable

See also

6. Adaptive Whitening

Validation assumptions and evidence for adaptive whitening and automatic stabilization.

Numerical Stability and Precision

Stability guidance for eps="auto" and related preprocessing defaults.

Case Study: ML Preprocessing Pipeline

Example preprocessing workflow that uses whitening in context.

ML Preprocessing: Individual Methods

Method-by-method guide for preprocessing utilities.

Wiener Filtering: Coherent Noise Subtraction

Related case study that applies preprocessing choices inside a noise-subtraction workflow.

Preprocessing utilities are provided under gwexpy.signal.preprocessing.

Main components:

  • MLPreprocessor

  • standardize / StandardizationModel

  • whiten / WhiteningModel

  • impute

See tutorial usage examples in: