Index

A

AbstractNeuralNet (class in amorf.neuralNetRegression) amorf (module) amorf.datasets (module) amorf.metrics (module) amorf.multiOutputSVR (module) amorf.neuralNetRegression (module) amorf.probabalisticRegression (module)

amorf.problemTransformation (module) amorf.utils (module) autoencoder (class in amorf.problemTransformation) AutoEncoderRegression (class in amorf.problemTransformation) average_correlation_coefficient() (in module amorf.metrics) average_relative_error() (in module amorf.metrics) average_relative_root_mean_squared_error() (in module amorf.metrics) average_root_mean_squared_error() (in module amorf.metrics)

B

BayesianNeuralNetworkRegression (class in amorf.probabalisticRegression)

C

convert_test_set_to_tensor() (amorf.neuralNetRegression.AbstractNeuralNet method) (amorf.neuralNetRegression.Convolutional_NN_Model method) (amorf.neuralNetRegression.Linear_NN_Model method)

convert_train_set_to_tensor() (amorf.neuralNetRegression.AbstractNeuralNet method) (amorf.neuralNetRegression.Convolutional_NN_Model method) (amorf.neuralNetRegression.Linear_NN_Model method) Convolutional_NN_Model (class in amorf.neuralNetRegression)

E

EarlyStopping (class in amorf.utils)

EDM (class in amorf.datasets)

F

fit() (amorf.multiOutputSVR.MLSSVR method) (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method) (amorf.probabalisticRegression.GaussianProcessAutoregressiveRegression method) (amorf.probabalisticRegression.GaussianProcessRegression method) (amorf.problemTransformation.AutoEncoderRegression method) (amorf.problemTransformation.SingleTargetMethod method)

forward() (amorf.neuralNetRegression.Convolutional_NN_Model method) (amorf.neuralNetRegression.Linear_NN_Model method) (amorf.probabalisticRegression.NN method) (amorf.problemTransformation.autoencoder method)

G

GaussianProcessAutoregressiveRegression (class in amorf.probabalisticRegression) GaussianProcessRegression (class in amorf.probabalisticRegression) get_numpy() (amorf.datasets.EDM method) (amorf.datasets.RiverFlow1 method) (amorf.datasets.TransparentConductors method) (amorf.datasets.WaterQuality method)

get_params() (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method)

L

lastLoss (amorf.utils.EarlyStopping attribute) Linear_NN_Model (class in amorf.neuralNetRegression)

load() (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method)

M

mean_squared_error() (in module amorf.metrics)

MLSSVR (class in amorf.multiOutputSVR) model() (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method)

N

NeuralNetRegressor (class in amorf.neuralNetRegression)

NN (class in amorf.probabalisticRegression)

P

patience (amorf.utils.EarlyStopping attribute) predict() (amorf.multiOutputSVR.MLSSVR method) (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method) (amorf.probabalisticRegression.GaussianProcessAutoregressiveRegression method) (amorf.probabalisticRegression.GaussianProcessRegression method) (amorf.problemTransformation.AutoEncoderRegression method) (amorf.problemTransformation.SingleTargetMethod method)

printMessage() (in module amorf.utils)

R

RiverFlow1 (class in amorf.datasets)

S

save() (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method) score() (amorf.multiOutputSVR.MLSSVR method) (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method) (amorf.problemTransformation.AutoEncoderRegression method)

set_params() (amorf.neuralNetRegression.NeuralNetRegressor method) (amorf.probabalisticRegression.BayesianNeuralNetworkRegression method) SingleTargetMethod (class in amorf.problemTransformation) stop() (amorf.utils.EarlyStopping method) suceedingsHigherValues (amorf.utils.EarlyStopping attribute)

T

TransparentConductors (class in amorf.datasets)

W

WaterQuality (class in amorf.datasets)