Index

_

__getitem__() (softsensor.datasets.batch_rec_SW method) (softsensor.datasets.ff_SlidingWindow method) (softsensor.datasets.rec_SlidingWindow method) (softsensor.datasets.SlidingWindow method)

__len__() (softsensor.datasets.batch_rec_SW method) (softsensor.datasets.ff_SlidingWindow method) (softsensor.datasets.rec_SlidingWindow method) (softsensor.datasets.SlidingWindow method)

A

AR_RNN (class in softsensor.recurrent_models) ARMAX (class in softsensor.armax) ARNN (class in softsensor.autoreg_models) arnn_threshold() (in module softsensor.stab_scheduler)

ARX (class in softsensor.arx) AsyncEnsemble (class in softsensor.ensemble_wrappers) AsyncMCDropout (class in softsensor.ensemble_wrappers) AsyncMCDropoutMVE (class in softsensor.ensemble_wrappers) AsyncMVEEnsemble (class in softsensor.ensemble_wrappers)

B

batch_rec_SW (class in softsensor.datasets)

BetaNLL (class in softsensor.losses) build_data_matrix() (softsensor.arx.ARX method)

C

call() (softsensor.train_model.early_stopping method) cdf() (softsensor.metrics.WassersteinDistance method), [1] CNN (class in softsensor.model) comp() (softsensor.data_gen.sine method) (softsensor.data_gen.sine_2 method) (softsensor.data_gen.sweep method) (softsensor.data_gen.white_noise method) (softsensor.data_gen.Zero method) comp_batch() (in module softsensor.eval_tools) comp_dt() (softsensor.data_gen.sine method) (softsensor.data_gen.sine_2 method) (softsensor.data_gen.sweep method) (softsensor.data_gen.white_noise method) (softsensor.data_gen.Zero method)

comp_error() (in module softsensor.eval_tools) comp_mean_metrics() (in module softsensor.eval_tools) comp_metrics() (in module softsensor.eval_tools) comp_pred() (in module softsensor.eval_tools) comp_psd() (in module softsensor.eval_tools) compute_quantile_metrics() (in module softsensor.metrics) ConcreteDropout (class in softsensor.layers) const_stab (class in softsensor.stab_scheduler) crps() (in module softsensor.metrics)

D

data (softsensor.metrics.WassersteinDistance attribute) DensityEstimationARNN (class in softsensor.autoreg_models) distance_calc() (in module softsensor.metrics)

DistributionalMSELoss (class in softsensor.losses) duffing() (in module softsensor.data_gen) duffing_fp() (in module softsensor.data_gen)

E

early_stopping (class in softsensor.train_model) ece() (in module softsensor.metrics) estimate_uncertainty() (softsensor.autoreg_models.DensityEstimationARNN method) (softsensor.autoreg_models.SeparateMVEARNN method) estimate_uncertainty_mean_std() (softsensor.autoreg_models.DensityEstimationARNN method) (softsensor.autoreg_models.SeparateMVEARNN method) (softsensor.calibration.TemperatureScaling method) (softsensor.ensemble_wrappers.AsyncMCDropout method) (softsensor.ensemble_wrappers.SyncEnsemble method) (softsensor.homoscedastic_model.HomoscedasticModel method) (softsensor.recurrent_models.AR_RNN method) (softsensor.recurrent_models.parr_RNN_DNN method) (softsensor.recurrent_models.RNN_DNN method)

estimate_uncertainty_mean_stds() (softsensor.ensemble_wrappers.AsyncMCDropoutMVE method) (softsensor.ensemble_wrappers.AsyncMVEEnsemble method)

F

fade_in() (softsensor.meas_handling.Meas_handling method) Feed_ForwardNN (class in softsensor.model) ff_SlidingWindow (class in softsensor.datasets) Filter() (softsensor.meas_handling.Meas_handling method) fit() (softsensor.armax.ARMAX method) (softsensor.arx.ARX method) (softsensor.linear_methods.tf method) fit_homoscedastic_var() (in module softsensor.homoscedastic_model) forward() (softsensor.autoreg_models.ARNN method) (softsensor.autoreg_models.DensityEstimationARNN method) (softsensor.autoreg_models.QuantileARNN method) (softsensor.autoreg_models.SeparateMVEARNN method) (softsensor.calibration.TemperatureScaling method) (softsensor.homoscedastic_model.HomoscedasticModel method) (softsensor.layers.ConcreteDropout method) (softsensor.losses.PinballLoss method) (softsensor.model.CNN method) (softsensor.model.Feed_ForwardNN method) (softsensor.model.Freq_Att_CNN method) (softsensor.recurrent_models.AR_RNN method) (softsensor.recurrent_models.parr_RNN_DNN method) (softsensor.recurrent_models.RNN_DNN method) (softsensor.stab_scheduler.Stability_Loss method)

forward_sens() (softsensor.autoreg_models.ARNN method) (softsensor.autoreg_models.DensityEstimationARNN method) (softsensor.autoreg_models.SeparateMVEARNN method) (softsensor.calibration.TemperatureScaling method) (softsensor.ensemble_wrappers.SyncEnsemble method) (softsensor.recurrent_models.AR_RNN method) (softsensor.recurrent_models.RNN_DNN method) Freq_Att_CNN (class in softsensor.model)

G

GaussianNLLLoss (class in softsensor.losses) get_academic_data() (in module softsensor.data_gen) get_recurrent_weights() (softsensor.autoreg_models.ARNN method) (softsensor.autoreg_models.DensityEstimationARNN method) (softsensor.autoreg_models.QuantileARNN method) (softsensor.autoreg_models.SeparateMVEARNN method) (softsensor.calibration.TemperatureScaling method) (softsensor.ensemble_wrappers.SyncEnsemble method) (softsensor.recurrent_models.AR_RNN method) (softsensor.recurrent_models.RNN_DNN method) get_scheduler() (in module softsensor.stab_scheduler)

get_stab() (softsensor.stab_scheduler.const_stab method) (softsensor.stab_scheduler.heaviside_stab method) (softsensor.stab_scheduler.linear_stab method) (softsensor.stab_scheduler.log_lin_stab method) (softsensor.stab_scheduler.none_stab method) give_dataframe() (softsensor.meas_handling.Meas_handling method) give_dataframes() (softsensor.meas_handling.Meas_handling method) give_Datasets() (softsensor.meas_handling.Meas_handling method) give_list() (softsensor.meas_handling.Meas_handling method) give_torch_loader() (softsensor.meas_handling.Meas_handling method) grid_search() (in module softsensor.hyperparameter_optimization)

H

heaviside_stab (class in softsensor.stab_scheduler) heteroscedasticity() (in module softsensor.metrics)

HomoscedasticModel (class in softsensor.homoscedastic_model) hyperopt_search() (in module softsensor.hyperparameter_optimization)

I

inverse_cdf() (softsensor.metrics.WassersteinDistance method), [1]

isfft() (softsensor.linear_methods.tf method)

L

linear_stab (class in softsensor.stab_scheduler) load_and_fire() (softsensor.ensemble_wrappers.SyncEnsemble method) load_model() (in module softsensor.eval_tools)

local_weight_decay() (in module softsensor.stab_scheduler) local_weight_product() (in module softsensor.stab_scheduler) log_area_error() (in module softsensor.metrics) log_lin_stab (class in softsensor.stab_scheduler)

M

mae() (in module softsensor.metrics) Meas_handling (class in softsensor.meas_handling) module softsensor.armax softsensor.arx softsensor.autoreg_models softsensor.calibration softsensor.data_gen softsensor.datasets softsensor.ensemble_wrappers softsensor.eval_tools softsensor.homoscedastic_model softsensor.hyperparameter_optimization softsensor.layers softsensor.linear_methods softsensor.losses softsensor.meas_handling softsensor.metrics softsensor.model softsensor.recurrent_models softsensor.stab_scheduler softsensor.train_model softsensor.visualization

mpiw() (in module softsensor.metrics)

N

nll() (in module softsensor.metrics)

nll_statistic() (in module softsensor.metrics) none_stab (class in softsensor.stab_scheduler)

O

optimize_temperature() (in module softsensor.calibration)

P

parr_RNN_DNN (class in softsensor.recurrent_models) pdf() (softsensor.metrics.WassersteinDistance method), [1] pearson() (in module softsensor.metrics) pendulum() (in module softsensor.data_gen) permutation() (softsensor.datasets.batch_rec_SW method) picp() (in module softsensor.metrics) PinballLoss (class in softsensor.losses) plot_all_weight_matrices() (in module softsensor.visualization) plot_calibration_curve() (in module softsensor.visualization) plot_feature_importance() (in module softsensor.visualization) plot_first_weight_matrix() (in module softsensor.visualization) plot_grad_sens_comparison() (in module softsensor.visualization) plot_sens_analysis() (in module softsensor.visualization) plot_uncertainty() (in module softsensor.visualization) plot_uncertainty_both() (in module softsensor.visualization) plot_uncertainty_sens() (in module softsensor.visualization) prediction() (softsensor.armax.ARMAX method) (softsensor.arx.ARX method) (softsensor.autoreg_models.DensityEstimationARNN method) (softsensor.autoreg_models.QuantileARNN method) (softsensor.autoreg_models.SeparateMVEARNN method) (softsensor.calibration.TemperatureScaling method) (softsensor.ensemble_wrappers.AsyncEnsemble method) (softsensor.ensemble_wrappers.AsyncMCDropout method) (softsensor.ensemble_wrappers.AsyncMCDropoutMVE method) (softsensor.ensemble_wrappers.AsyncMVEEnsemble method) (softsensor.ensemble_wrappers.SyncEnsemble method) (softsensor.homoscedastic_model.HomoscedasticModel method) (softsensor.linear_methods.tf method) (softsensor.recurrent_models.AR_RNN method) (softsensor.recurrent_models.parr_RNN_DNN method) (softsensor.recurrent_models.RNN_DNN method)

print_parameters() (softsensor.arx.ARX static method) PSDLoss (class in softsensor.losses)

Q

quantile_ece() (in module softsensor.metrics)

QuantileARNN (class in softsensor.autoreg_models)

R

r2() (in module softsensor.metrics) random_search() (in module softsensor.hyperparameter_optimization) rec_SlidingWindow (class in softsensor.datasets)

Resample() (softsensor.meas_handling.Meas_handling method) rmse() (in module softsensor.metrics) rmv() (in module softsensor.metrics) RNN_DNN (class in softsensor.recurrent_models)

S

Scale() (softsensor.meas_handling.Meas_handling method) SeparateMVEARNN (class in softsensor.autoreg_models) sfft() (softsensor.linear_methods.tf method) sine (class in softsensor.data_gen) sine_2 (class in softsensor.data_gen) SlidingWindow (class in softsensor.datasets) softsensor.armax module softsensor.arx module softsensor.autoreg_models module softsensor.calibration module softsensor.data_gen module softsensor.datasets module softsensor.ensemble_wrappers module softsensor.eval_tools module softsensor.homoscedastic_model module softsensor.hyperparameter_optimization module

softsensor.layers module softsensor.linear_methods module softsensor.losses module softsensor.meas_handling module softsensor.metrics module softsensor.model module softsensor.recurrent_models module softsensor.stab_scheduler module softsensor.train_model module softsensor.visualization module sort_data() (softsensor.metrics.WassersteinDistance method), [1] Stability_Criterion() (in module softsensor.stab_scheduler) Stability_Loss (class in softsensor.stab_scheduler) sweep (class in softsensor.data_gen) SyncEnsemble (class in softsensor.ensemble_wrappers)

T

TemperatureScaling (class in softsensor.calibration) tf (class in softsensor.linear_methods)

tf_mimo() (softsensor.linear_methods.tf method) train_model() (in module softsensor.train_model) two_mass_oscillator() (in module softsensor.data_gen)

V

vd_Pol() (in module softsensor.data_gen)

W

wasserstein_distance_p() (softsensor.metrics.WassersteinDistance method), [1] wasserstein_fourier_distance() (softsensor.metrics.WassersteinDistance method) WassersteinDistance (class in softsensor.metrics) weighted_hist() (softsensor.metrics.WassersteinDistance method), [1] weights_u (softsensor.metrics.WassersteinDistance attribute)

wf_distribution (class in softsensor.metrics) white_noise (class in softsensor.data_gen) wsf_cdf() (softsensor.metrics.WassersteinDistance method) wsf_inverse_cdf() (softsensor.metrics.WassersteinDistance method) wsf_pdf() (softsensor.metrics.WassersteinDistance method)

Z

Zero (class in softsensor.data_gen)