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Transformer

HOG1DTransformer

HOG1D transform.

Quickstart

python
from sktime.transformations.hog1d import HOG1DTransformer

estimator = HOG1DTransformer(num_intervals=2, num_bins=8, scaling_factor=0.1)

Parameters(3)

num_intervalsint, default=2
length of interval.
num_binsint, default=8
num bins in the histogram.
scaling_factorfloat, default=0.1
a constant that is multiplied to modify the distribution.

Examples

>>> from sktime.transformations.hog1d import HOG1DTransformer
>>> from sktime.datasets import load_arrow_head
>>> 
>>> X, y = load_arrow_head (return_X_y = True)
>>> 
>>> # Initialize the transformer
>>> hog1d_transformer = HOG1DTransformer (
... num_intervals = 5, num_bins = 8, scaling_factor = 0.1
... )
>>> 
>>> # Transform the data
>>> Xt = hog1d_transformer. fit_transform (X)