Index

_

__call__() (sde_calibration.classic_estimators.linear_regressor.LinearRegressionEstimator method) (sde_calibration.classic_estimators.local_polynomial_estimator.LocalPolynomialEstimator method) (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.invariant_density_estimator.InvariantDensityEstimator method) (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) (sde_calibration.dnn_estimators.neural_regressor.NeuralRegressor method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.dnn_estimators.sde_informed_generator.Diffusion method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method)

A

AdversarialRegressor (class in sde_calibration.dnn_estimators.adversarial_regressor)

AverageLogLikelihood (class in sde_calibration.dnn_estimators.metrics)

C

call() (sde_calibration.dnn_estimators.layers.dense_mixture.DenseMixture method) (sde_calibration.dnn_estimators.layers.mc_dropout.MCDropout method) clean_directory() (in module sde_calibration.common.utils) compile() (sde_calibration.classic_estimators.linear_regressor.LinearRegressionEstimator method) (sde_calibration.classic_estimators.local_polynomial_estimator.LocalPolynomialEstimator method) (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) (sde_calibration.dnn_estimators.neural_regressor.NeuralRegressor method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.estimators.RegressionEstimator method)

cross_validation_error() (sde_calibration.common.kde.KDE method)

D

DenseMixture (class in sde_calibration.dnn_estimators.layers.dense_mixture) Diffusion (class in sde_calibration.dnn_estimators.sde_informed_generator) diffusion() (sde_calibration.dnn_estimators.invariant_density_estimator.InvariantDensityEstimator method) (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method)

diffusion_estimation() (sde_calibration.common.kde.KDE method) discriminator() (sde_calibration.dnn_estimators.gan_losses.GANLoss method) drift() (sde_calibration.dnn_estimators.invariant_density_estimator.InvariantDensityEstimator method) (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method) drift_estimation() (sde_calibration.common.kde.KDE method)

E

Estimator (class in sde_calibration.estimators)

F

fit() (sde_calibration.classic_estimators.linear_regressor.LinearRegressionEstimator method) (sde_calibration.classic_estimators.local_polynomial_estimator.LocalPolynomialEstimator method) (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.invariant_density_estimator.InvariantDensityEstimator method) (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) (sde_calibration.dnn_estimators.neural_regressor.NeuralRegressor method) (sde_calibration.dnn_estimators.non_parametric_regressor.NonParametricRegressor method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.estimators.Estimator method)

from_config() (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor class method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork class method) (sde_calibration.dnn_estimators.sde_informed_generator.Diffusion class method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator class method)

G

GANLoss (class in sde_calibration.dnn_estimators.gan_losses) generator() (sde_calibration.dnn_estimators.gan_losses.GANLoss method) get_bandwidth() (sde_calibration.common.kde.KDE method) get_batch_size() (sde_calibration.common.utils.Preprocessor method) get_config() (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.layers.dense_mixture.DenseMixture method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.dnn_estimators.sde_informed_generator.Diffusion method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method) get_dataset() (sde_calibration.common.utils.Preprocessor method) get_density() (sde_calibration.common.test_problems.Problems method) get_gan_type() (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method)

get_losses() (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) get_mode() (sde_calibration.estimators.RegressionEstimator method) get_num_parameters() (sde_calibration.classic_estimators.linear_regressor.LinearRegressionEstimator method) (sde_calibration.classic_estimators.local_polynomial_estimator.LocalPolynomialEstimator method) (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method) (sde_calibration.estimators.Estimator method) get_probability() (sde_calibration.common.kde.KDE method) get_processed_datasets() (sde_calibration.common.utils.Preprocessor method) get_setup() (sde_calibration.common.test_problems.Problems method) get_transition_density() (sde_calibration.common.test_problems.Problems method)

I

InvariantDensityEstimator (class in sde_calibration.dnn_estimators.invariant_density_estimator)

inverse_transform_data() (sde_calibration.common.utils.Preprocessor method)

K

KDE (class in sde_calibration.common.kde)

L

LinearRegressionEstimator (class in sde_calibration.classic_estimators.linear_regressor) load() (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor class method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork class method) (sde_calibration.dnn_estimators.sde_informed_generator.Diffusion class method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator class method)

LocalPolynomialEstimator (class in sde_calibration.classic_estimators.local_polynomial_estimator) log_prob() (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) LogLikelihood (class in sde_calibration.dnn_estimators.metrics)

M

MCDropout (class in sde_calibration.dnn_estimators.layers.mc_dropout) MixtureDensityEstimator (class in sde_calibration.dnn_estimators.mixture_density_estimator) module sde_calibration.__init__ sde_calibration.classic_estimators sde_calibration.classic_estimators.linear_regressor sde_calibration.classic_estimators.local_polynomial_estimator sde_calibration.common sde_calibration.common.kde sde_calibration.common.test_problems sde_calibration.common.utils sde_calibration.dnn_estimators sde_calibration.dnn_estimators.adversarial_regressor sde_calibration.dnn_estimators.gan_losses sde_calibration.dnn_estimators.invariant_density_estimator sde_calibration.dnn_estimators.layers sde_calibration.dnn_estimators.layers.dense_mixture sde_calibration.dnn_estimators.layers.mc_dropout sde_calibration.dnn_estimators.metrics sde_calibration.dnn_estimators.mixture_density_estimator sde_calibration.dnn_estimators.neural_network sde_calibration.dnn_estimators.neural_regressor sde_calibration.dnn_estimators.non_parametric_regressor sde_calibration.dnn_estimators.parametric_regressor sde_calibration.dnn_estimators.sde_informed_gan sde_calibration.dnn_estimators.sde_informed_generator sde_calibration.estimators sde_calibration.exceptions

N

NeuralNetwork (class in sde_calibration.dnn_estimators.neural_network) NeuralRegressor (class in sde_calibration.dnn_estimators.neural_regressor)

NonParametricRegressor (class in sde_calibration.dnn_estimators.non_parametric_regressor) NotCompiledError

P

ParametricRegressor (class in sde_calibration.dnn_estimators.parametric_regressor) plot_model() (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) Preprocessor (class in sde_calibration.common.utils)

prob() (sde_calibration.classic_estimators.local_polynomial_estimator.LocalPolynomialEstimator method) (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) Problems (class in sde_calibration.common.test_problems)

R

RegressionEstimator (class in sde_calibration.estimators)

result() (sde_calibration.dnn_estimators.metrics.AverageLogLikelihood method) (sde_calibration.dnn_estimators.metrics.LogLikelihood method)

S

sample() (sde_calibration.dnn_estimators.mixture_density_estimator.MixtureDensityEstimator method) sample_paths() (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method) save() (sde_calibration.dnn_estimators.adversarial_regressor.AdversarialRegressor method) (sde_calibration.dnn_estimators.neural_network.NeuralNetwork method) (sde_calibration.dnn_estimators.sde_informed_generator.Diffusion method) (sde_calibration.dnn_estimators.sde_informed_generator.SDEInformedGenerator method) save_generator() (sde_calibration.dnn_estimators.sde_informed_gan.SDEInformedGAN method) sde_calibration.__init__ module sde_calibration.classic_estimators module sde_calibration.classic_estimators.linear_regressor module sde_calibration.classic_estimators.local_polynomial_estimator module sde_calibration.common module sde_calibration.common.kde module sde_calibration.common.test_problems module sde_calibration.common.utils module sde_calibration.dnn_estimators module sde_calibration.dnn_estimators.adversarial_regressor module sde_calibration.dnn_estimators.gan_losses module sde_calibration.dnn_estimators.invariant_density_estimator module

sde_calibration.dnn_estimators.layers module sde_calibration.dnn_estimators.layers.dense_mixture module sde_calibration.dnn_estimators.layers.mc_dropout module sde_calibration.dnn_estimators.metrics module sde_calibration.dnn_estimators.mixture_density_estimator module sde_calibration.dnn_estimators.neural_network module sde_calibration.dnn_estimators.neural_regressor module sde_calibration.dnn_estimators.non_parametric_regressor module sde_calibration.dnn_estimators.parametric_regressor module sde_calibration.dnn_estimators.sde_informed_gan module sde_calibration.dnn_estimators.sde_informed_generator module sde_calibration.estimators module sde_calibration.exceptions module SDEInformedGAN (class in sde_calibration.dnn_estimators.sde_informed_gan) SDEInformedGenerator (class in sde_calibration.dnn_estimators.sde_informed_generator) set_bandwidth() (sde_calibration.common.kde.KDE method) set_data() (sde_calibration.common.kde.KDE method) setup_logger() (in module sde_calibration.common.utils)

T

transform_data() (sde_calibration.common.utils.Preprocessor method)

U

update_state() (sde_calibration.dnn_estimators.metrics.AverageLogLikelihood method) (sde_calibration.dnn_estimators.metrics.LogLikelihood method)