Man pages for ntthung/ldsr
Linear Dynamical System Reconstruction
| calculate_metrics | Reconstruction metrics |
| call_method | Call a reconstruction method |
| corr | Pearson's correlation |
| cvLDS | Cross validate LDS model. This is a wrapper for... |
| cvPCR | Cross validation of PCR reconstruction. |
| exp_ci | Exponential confidence interval |
| inv_boxcox | Inverse Box-Cox transform |
| Kalman_smoother | Implement Kalman smoothing |
| KGE | Kling-Gupta Efficiency |
| LDS_BFGS | Learn LDS with L-BFGS-B |
| LDS_BFGS_with_update | Learn LDS with L-BFGS-B |
| LDS_EM | Learn LDS model |
| LDS_EM_restart | Learn LDS model with multiple initial conditions |
| LDS_GA | Learn a linear dynamical system using Genetic Algorithm. |
| ldsr | ldsr: Linear Dynamical System Reconstruction |
| LDS_reconstruction | Learn LDS model. |
| LDS_rep | Multiple LDS replicates |
| make_init | Make initial values for parameters. |
| make_Z | Make cross-validation folds. |
| metrics_with_transform | Transform the estimates before calculating metrics |
| Mstep | Maximizing expected likelihood using analytical solution |
| negLogLik | Calculates the negative log-likelihood |
| NPannual | Annual streamflow at Nakhon Phanom |
| NPpc | Selected principal components |
| nRMSE | Normalized root-mean-square error |
| NSE | Nash-Sutcliffe Efficiency |
| one_lds_cv | One cross-validation run |
| one_LDS_rep | One LDS replicate |
| one_pcr_cv | One cross-validation run |
| PCR_ensemble_selection | Select the best reconstruction |
| PCR_reconstruction | Principal Component Regression Reconstruction |
| penalized_likelihood | Penalized likelihood objective function |
| propagate | State propagation |
| RE | Reduction of Error |
| theta | LDS parameters |
| vec_to_list | Converts theta from a vector (as used in GA) to list (as used... |
