Transformer

Decomposition

Name	Class	Package	Example
CCA	sklearn.cross_decomposition.CCA	scikit-learn
DictionaryLearning	sklearn.decomposition.DictionaryLearning	scikit-learn
dict_learning	sklearn.decomposition.dict_learning	scikit-learn
dict_learning_online	sklearn.decomposition.dict_learning_online	scikit-learn
FactorAnalysis	sklearn.decomposition.FactorAnalysis	scikit-learn
FastICA	sklearn.decomposition.FastICA	scikit-learn
IncrementalPCA	sklearn.decomposition.IncrementalPCA	scikit-learn
KernelPCA	sklearn.decomposition.KernelPCA	scikit-learn
LatentDirichletAllocation	sklearn.decomposition.LatentDirichletAllocation	scikit-learn
MiniBatchDictionaryLearning	sklearn.decomposition.MiniBatchDictionaryLearning	scikit-learn
MiniBatchSparsePCA	sklearn.decomposition.MiniBatchSparsePCA	scikit-learn
NMF	sklearn.decomposition.NMF	scikit-learn
PCA	sklearn.decomposition.PCA	scikit-learn	show
PLSCanonical	sklearn.cross_decomposition.PLSCanonical	scikit-learn
PLSRegression	sklearn.cross_decomposition.PLSRegression	scikit-learn
PLSSVD	sklearn.cross_decomposition.PLSSVD	scikit-learn
SparsePCA	sklearn.decomposition.SparsePCA	scikit-learn
SparseCoder	sklearn.decomposition.SparseCoder	scikit-learn
TruncatedSVD	sklearn.decomposition.TruncatedSVD	scikit-learn
sparse_encode	sklearn.decomposition.sparse_encode	scikit-learn

Name	Class	Package	Example
FClassifSelectPercentile	photonai.modelwrapper.FeatureSelection.FClassifSelectPercentile	PHOTONAI
FRegressionFilterPValue	photonai.modelwrapper.FeatureSelection.FRegressionFilterPValue	PHOTONAI
FRegressionSelectPercentile	photonai.modelwrapper.FeatureSelection.FRegressionSelectPercentile	PHOTONAI
GenericUnivariateSelect	sklearn.feature_selection.GenericUnivariateSelect	scikit-learn
LassoFeatureSelection	photonai.modelwrapper.FeatureSelection.LassoFeatureSelection	PHOTONAI	show
RFE	sklearn.feature_selection.RFE	scikit-learn
RFECV	sklearn.feature_selection.RFECV	scikit-learn
SelectPercentile	sklearn.feature_selection.SelectPercentile	scikit-learn
SelectKBest	sklearn.feature_selection.SelectKBest	scikit-learn
SelectFpr	sklearn.feature_selection.SelectFpr	scikit-learn
SelectFdr	sklearn.feature_selection.SelectFdr	scikit-learn
SelectFromModel	sklearn.feature_selection.SelectFromModel	scikit-learn
SelectFwe	sklearn.feature_selection.SelectFwe	scikit-learn
VarianceThreshold	sklearn.feature_selection.VarianceThreshold	scikit-learn

Name	Class	Package	Example
Binarizer	sklearn.preprocessing.Binarizer	scikit-learn
FeatureEncoder	photonai.modelwrapper.OrdinalEncoder.FeatureEncoder	PHOTON
FunctionTransformer	sklearn.preprocessing.FunctionTransformer	scikit-learn
KernelCenterer	sklearn.preprocessing.KernelCenterer	scikit-learn
LabelEncoder	sklearn.preprocessing.LabelEncoder	scikit-learn	show
MaxAbsScaler	sklearn.preprocessing.MaxAbsScaler	scikit-learn
MinMaxScaler	sklearn.preprocessing.MinMaxScaler	scikit-learn	show
Normalizer	sklearn.preprocessing.Normalizer	scikit-learn
PolynomialFeatures	sklearn.preprocessing.PolynomialFeatures	scikit-learn
QuantileTransformer	sklearn.preprocessing.QuantileTransformer	scikit-learn	show
RobustScaler	sklearn.preprocessing.RobustScaler	scikit-learn
SimpleImputer	sklearn.impute.SimpleImputer	scikit-learn
StandardScaler	sklearn.preprocessing.StandardScaler	scikit-learn	show
SourceSplitter	photonai.modelwrapper.source_splitter.SourceSplitter	PHOTONAI

Name	Class	Package	Example
ConfounderRemoval	photonai.modelwrapper.ConfounderRemoval.ConfounderRemoval	PHOTONAI	show
ImbalancedDataTransformer	photonai.modelwrapper.imbalanced_data_transformer.ImbalancedDataTransformer	imbalanced-learn / PHOTONAI	show
SamplePairingClassification	photonai.modelwrapper.SamplePairing.SamplePairingClassification	PHOTONAI	show
SamplePairingRegression	photonai.modelwrapper.SamplePairing.SamplePairingRegression	PHOTONAI