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)