Fit multivariate covariance generalized linear models

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Documentation for package ‘mcglm’ version 0.0.2

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mcglm-package Fitting Multivariate Covariance Generalized Linear Models (McGLM)
ahs Australian health survey
anova.mcglm ANOVA method for McGLMs.
coef.mcglm Extract model coefficients for mcglm class
confint.mcglm Confidence Intervals for mcglm
covprod Cross variability matrix
fitted.mcglm Extract Model Fitted Values of McGLM
fit_mcglm Chaser and reciprocal likelihood algorithms.
Hunting Hunting in Pico Basile, Bioko Island, Equatorial Guinea.
mcglm Fitting Multivariate Covariance Generalized Linear Models (McGLM)
mc_bias_corrected_std Bias-corrected standard error for regression parameters
mc_binomialP Variance function
mc_binomialPQ Variance function
mc_build_bdiag Build a block-diagonal matrix of zeros.
mc_build_C Build the joint covariance matrix
mc_build_omega Build omega matrix
mc_build_sigma Build variance-covariance matrix
mc_build_sigma_between Build the correlation matrix between response variables
mc_cauchit Link functions
mc_cloglog Link functions
mc_core_pearson Core of the Pearson estimating function.
mc_correction Pearson correction term
mc_cross_sensitivity Cross-sensitivity
mc_cross_variability Compute the cross-variability matrix
mc_derivative_cholesky Derivatives of the Cholesky decomposition
mc_derivative_C_rho Derivative of C with respect to rho.
mc_derivative_expm Derivative of exponential-matrix function
mc_derivative_sigma_beta Derivatives of V^1/2 with respect to beta.
mc_derivative_sigma_between Build the correlation matrix between response variables
mc_dexp_gold Exponential-matrix and its derivatives
mc_expm Exponential-matrix covariance link function
mc_getInformation Getting information about model parameters
mc_identity Link functions
mc_initial_values Automatic initial values for McGLMs.
mc_inverse Link functions
mc_invmu2 Link functions
mc_link_function Link functions
mc_list2vec Auxiliar function transforms list to a vector.
mc_log Link functions
mc_logit Link functions
mc_loglog Link functions
mc_matrix_linear_predictor Matrix linear predictor
mc_pearson Pearson estimating function
mc_power Variance function
mc_probit Link functions
mc_quasi_score Quasi-score function
mc_robust_std Robust standard error for regression parameters
mc_sandwich Matrix product in sandwich form
mc_sensitivity Sensitivity matrix
mc_sic Compute the score information criterion (SIC) for multivariate covariance generalized linear models.
mc_sic_covariance Compute the score information criterion (SIC) for multivariate covariance generalized linear models.
mc_sqrt Link functions
mc_transform_list_bdiag Auxiliar function to compute the derivatives of the C matrix.
mc_updateBeta Updated regression parameters
mc_updateCov Updated covariance parameters
mc_variability Variability matrix
mc_variance_function Variance function
NewBorn Respiratory physiotherapy on premature newborns.
plot.mcglm Default Multivariate Covariance Generalized Linear models plotting
print.mcglm Print method for Multivariate Covariance Generalized Linear Model
residuals.mcglm Residuals for Multivariate Covariance Generalized Linear Models (McGLM)
summary.mcglm Summarizing Multivariate Covariance Generalized Linear Models fits.
vcov.mcglm Calculate Variance-Covariance matrix for a fitted McGLM object.