Data Preprocessing

• Data Generation for Synthetic Data
  • get_academic_data()
  • duffing()
  • pendulum()
  • duffing_fp()
  • two_mass_oscillator()
  • vd_Pol()
  • sine
  • sine_2
  • sweep
  • white_noise
  • Zero
• Measurment Handling
  • Meas_handling

Linear Methods

• AutoRegressive model with eXogenous input (ARX)
  • ARX
• AutoRegressive Moving Average with eXogenous input (ARMAX)
  • ARMAX
• Frequency Response Function (FRF)
  • tf

Neural Networks

• Model helpers
  • CNN
  • Feed_ForwardNN
  • Freq_Att_CNN
• Layers
  • ConcreteDropout
• Autoregressive Models
  • ARNN
  • DensityEstimationARNN
  • QuantileARNN
  • SeparateMVEARNN
• Recurrent Neural Network(RNN) Models
  • AR_RNN
  • RNN_DNN
  • parr_RNN_DNN
• Ensemble Methods
  • AsyncEnsemble
  • AsyncMCDropout
  • AsyncMCDropoutMVE
  • AsyncMVEEnsemble
  • SyncEnsemble

Training Methods

• Loss Functions
  • BetaNLL
  • DistributionalMSELoss
  • GaussianNLLLoss
  • PSDLoss
  • PinballLoss
• Stability Scheduling
  • Stability_Criterion()
  • Stability_Loss
  • arnn_threshold()
  • const_stab
  • get_scheduler()
  • heaviside_stab
  • linear_stab
  • local_weight_decay()
  • local_weight_product()
  • log_lin_stab
  • none_stab
• Model Training
  • train_model()
  • early_stopping
• Hyperparameter Optimization
  • grid_search()
  • hyperopt_search()
  • random_search()

Postprocessing

• Metrics
  • WassersteinDistance
  • compute_quantile_metrics()
  • crps()
  • distance_calc()
  • ece()
  • heteroscedasticity()
  • log_area_error()
  • mae()
  • mpiw()
  • nll()
  • nll_statistic()
  • pearson()
  • picp()
  • quantile_ece()
  • r2()
  • rmse()
  • rmv()
  • wf_distribution
• Homoscedastic Uncertainty
  • HomoscedasticModel
  • fit_homoscedastic_var()
• Uncertainty Calibration
  • TemperatureScaling
  • optimize_temperature()
• Evaluation Tools
  • comp_batch()
  • comp_error()
  • comp_mean_metrics()
  • comp_metrics()
  • comp_pred()
  • comp_psd()
  • load_model()
• Visualization Methods
  • plot_all_weight_matrices()
  • plot_calibration_curve()
  • plot_feature_importance()
  • plot_first_weight_matrix()
  • plot_grad_sens_comparison()
  • plot_sens_analysis()
  • plot_uncertainty()
  • plot_uncertainty_both()
  • plot_uncertainty_sens()