Normalizer
Namespace: Datasets
Parent Module: NormalizationTypes
normalization operation to perform
Union Cases
Union Case | Description |
NoNormalizer
Signature:
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no normalization
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PCAWhitening(nComponents)
Signature: int64 option
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Apply Principal Component Analysis (PCA) whitening.
Optionally specify how many components to keep.
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Rescaling
Signature:
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rescale the range of every feature to [0, 1]
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ScaleToUnitLength
Signature:
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scale the feature vector so that it has L2-norm one
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Standardization(keepZeroOne)
Signature: bool
|
Make each feature have zero mean and unit variance.
If keepZeroOne is true, then features that contain only the values 0 and 1 are left untouched.
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ZCAWhitening
Signature:
|
Apply ZCA whitening.
Optionally specify how many dimensions to keep.
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