R: Conditional Copula Model for Crop Yield Forecasting

# Conditional Copula Model for Crop Yield Forecasting

## Documentation for package ‘STCCGEV’ version 1.0.0

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## 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