Conditional Copula Model for Crop Yield Forecasting
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Documentation for package ‘STCCGEV’ version 1.0.0
Help Pages
| clayton.theta | Compute Clayton Copula Parameter from Kendall's Tau |
| copula_list | Supported copula types |
| cropyields_covariates | Data of the article "Probabilistic Crop Yields Forecasts With Spatio-Temporal Conditional Copula Using Extreme Weather Covariates" |
| dynamic.rho | Compute Dynamic Gaussian Copula Correlation Parameter (rho) |
| dynamic.theta.clayton | Compute Dynamic Clayton Copula Parameter |
| dynamic.theta.frank | Compute Dynamic Frank Copula Parameter |
| dynamic.theta.gumbel | Compute Dynamic Gumbel Copula Parameter |
| dynamic.theta.joe | Compute Dynamic Joe Copula Parameter |
| fit_bsts | Fit a Bayesian Structural Time Series (BSTS) Model |
| frank.theta | Compute Frank Copula Parameter from Kendall's Tau |
| GH.theta | Compute Gumbel Copula Parameter from Kendall's Tau |
| init_params_full | Initial Parameters for 2D Pseudo-Loglikelihood Estimation |
| init_params_full_G | Initial Parameters for 2D Pseudo-Loglikelihood-Generalized Estimation |
| init_params_noGEV | Initial Parameters for 2D Pseudo-Loglikelihood Estimation without GEV models for covariates |
| joe.theta | Compute Joe Copula Parameter from Kendall's Tau |
| log_likelihood_Generalized | Compute Log-Likelihood for a Generalized Dynamic Copula-GEV Model |
| log_likelihood_generalized_2d | Generalized Log-Likelihood Function for 2D Copula-GEV Model |
| log_likelihood_noGEV | Compute Log-Likelihood for a Generalized Dynamic Copula Model without GEV covariates |
| medoid_names | list containing Dufferin and Wellington |
| n_test | 19 |
| n_train | 54 |
| plot_forecast | Plot Observed Data and BSTS Forecast |
| plot_forecast_compare | Compare Forecasts from Two Models |
| simul.fun.noGEV | Simulate Multivariate Crop Yield Data Using a Generalized Copula-BSTS Model Without GEV Covariates |
| simulation_generalized | Simulate Multivariate Crop Yield Data Using a Generalized Copula-GEV-BSTS Model |
| simul_fun_generalized_2d | A Special Case of simulation_generalized in 2 Dimensions |
| time_all | 1950-2022 |
| time_test | 2004-2022 |
| time_train | 1950-2003 |
| uu | Pseudo-Observations of BSTS Residuals for Crop Yield Forecasting |
| xx_all | Maximized Covariates Matrix for Crop Yield Forecasting |
| xx_test | Maximized Covariates Matrix for Crop Yield Forecasting |
| xx_train | Maximized Covariates Matrix for Crop Yield Forecasting |
| yy_all | Crop Yield Data |
| yy_test | Crop Yield Data for Testing in BSTS Models |
| yy_train | Crop Yield Data for Training in BSTS Models |
| zz_all | Standardized Covariates Array for Crop Yield Forecasting |
| zz_test | Standardized Covariates Array for Crop Yield Forecasting |
| zz_train | Standardized Covariates Array for Crop Yield Forecasting |