tapas.attacks.set_classifiers.NaiveSetFeature
- class tapas.attacks.set_classifiers.NaiveSetFeature
Bases:
tapas.attacks.set_classifiers.SetFeatureNaive set feature F_Naive from Stadler et al. Mean, median, and variance of each column is computed.
- __init__()
Methods
__init__()extract(datasets)Extract features from each dataset in a list.
Attributes
label- extract(datasets: list[TabularDataset]) np.array
Extract features from each dataset in a list.
- Parameters
datasets (list of Datasets.) – Datasets to extract features from.
- Returns
features – Array of size len(datasets) x k, where the number of features k can be estimated by self.size(dataset.description). Each row is a dataset, and each column a different feature.
- Return type
np.array