Distributional Regression Models Using Template Model Builder


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Documentation for package ‘drmTMB’ version 0.7.0

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A B C D E F I L M N P Q R S T V W Z

-- A --

AIC.drmTMB Extract standard model-fit quantities
animal Animal-model structured-effect marker
anova.drmTMB Likelihood comparison guard for drmTMB fits
associate_pairs Associate two frozen marginal drmTMB fits
association Extract a pair association estimate
association.drm_pair_association Extract a pair association estimate

-- B --

beta Beta response family
beta_binomial Beta-binomial response family
bf Build a drmTMB formula object
BIC.drmTMB Extract standard model-fit quantities
biv_associate Fit two margins and construct a frozen-margin association in one call
biv_gaussian Bivariate Gaussian response family
biv_lognormal Bivariate lognormal response family
biv_student Bivariate Student-t response family

-- C --

categorical Unordered categorical missing-predictor family
centile_chart Model-conditional centile chart
centile_chart.drmTMB Model-conditional centile chart
check_drm Check convergence and diagnostic flags for a drmTMB fit
check_drm.drmTMB Check convergence and diagnostic flags for a drmTMB fit
coef.drmTMB Extract fixed-effect coefficients
confint.drmTMB Confidence intervals for fitted model parameters
confint.drmTMB_julia Inspect legacy interval output from a halted Julia bridge
confint.drm_pair_association Confidence intervals for a frozen-margin association
corpair Latent random-effect correlation formula marker
corpairs Extract fitted correlation pairs
corpairs.drmTMB Extract fitted correlation pairs
cumulative_logit Cumulative logit ordinal response family

-- D --

deviance.drmTMB Extract standard model-fit quantities
df.residual.drmTMB Extract standard model-fit quantities
drmTMB Fit a distributional regression model with TMB
drm_control Control fitting and fitted-object storage
drm_formula Build a drmTMB formula object
drm_phylo_penalty Penalty / prior specification for a phylogenetic location-scale fit
drm_phylo_penalty_sweep Prior-sensitivity sweep for the phylogenetic correlation penalty

-- E --

exceedance Exceedance probability from a fitted model
exceedance.drmTMB Exceedance probability from a fitted model

-- F --

fitted.drmTMB Extract fitted response values
fitted_distribution Fitted distribution accessor
fitted_distribution.drmTMB Fitted distribution accessor
fixef Extract fixed-effect coefficients
fixef.drmTMB Extract fixed-effect coefficients

-- I --

imputed Extract fitted missing-predictor summaries
imputed.drmTMB Extract fitted missing-predictor summaries
impute_model Define a missing-predictor model
is_converged Check whether a fit converged
is_converged.default Check whether a fit converged
is_converged.drmTMB Check whether a fit converged

-- L --

latent_normal Construct a latent-normal association kernel
logLik.drmTMB Extract standard model-fit quantities
lognormal Lognormal response family

-- M --

make_mesh Construct a fixed-kappa SPDE mesh
marginal_parameters Marginal summaries of predicted distributional parameters
marginal_parameters.drmTMB Marginal summaries of predicted distributional parameters
meta_V Known sampling covariance marker
meta_vcov_bivariate Build paired bivariate sampling covariance
mi Missing-predictor model marker
miss_control Configure missing-data handling
model-fit-extractors Extract standard model-fit quantities

-- N --

native_reader_contracts Stable native reader contracts
nbinom2 Negative binomial 2 response family
nobs.drmTMB Extract standard model-fit quantities

-- P --

phylo Phylogenetic structured-effect marker
phylo_interaction Bipartite phylogenetic interaction marker
plot.profile.drmTMB Plot profile-likelihood curves
plot_corpairs Plot fitted correlation-pair summaries
plot_parameter_surface Plot predicted distributional-parameter surfaces
predict.drmTMB Predict distributional parameters
predict.drmTMB_julia Predict from a legacy Julia-bridge 'drmTMB' fit
predict.drmTMB_julia_xfam Predict from a legacy Julia-bridge 'drmTMB' fit
predict.drm_pair_association Predict a frozen-margin pair association
prediction_grid Build prediction grids for distributional-parameter summaries
prediction_grid.drmTMB Build prediction grids for distributional-parameter summaries
predict_parameters Predict distributional parameters in long format
predict_parameters.drmTMB Predict distributional parameters in long format
profile.drmTMB Compute profile-likelihood curves for fitted model targets
profile_targets List confidence-interval targets for a fitted model

-- Q --

qq_plot Normal QQ plot of randomized quantile residuals

-- R --

random_effect_scale_formulas Random-effect scale formula syntax
ranef Extract conditional random-effect estimates
ranef.drmTMB Extract conditional random-effect estimates
relmat User-supplied relatedness structured-effect marker
residuals.drmTMB Extract model residuals
rho12 Extract residual correlation rho12
rho12.drmTMB Extract residual correlation rho12
rho_latent Extract a latent-scale correlation from a legacy Julia-bridge fit

-- S --

sd Random-effect scale formula syntax
sd1 Random-effect scale formula syntax
sd2 Random-effect scale formula syntax
sd_phylo Random-effect scale formula syntax
sd_phylo1 Random-effect scale formula syntax
sd_phylo2 Random-effect scale formula syntax
sigma.drmTMB Extract fitted scale or dispersion
simulate.drmTMB Simulate from a fitted model
skew_normal Skew-normal response family
spatial Spatial structured-effect marker
spatial_coords Transform longitude and latitude to planar spatial coordinates
structured_effects Extract structured-effect metadata
structured_effects.default Extract structured-effect metadata
structured_effects.drmTMB Extract structured-effect metadata
student Student-t response family
summary.drmTMB Summarize a fitted model
summary.drmTMB_julia Summarise a legacy Julia-bridge 'drmTMB' fit
summary.drmTMB_julia_xfam Summary for a legacy Julia cross-family fit

-- T --

truncated_nbinom2 Zero-truncated negative binomial 2 response family
tweedie Tweedie response family

-- V --

vcov.drmTMB Extract standard model-fit quantities
vcov.drmTMB_julia_xfam Extractor unavailable for a legacy cross-family Julia fit
vcov.drm_pair_association Alpha-scale covariance for a frozen-margin association

-- W --

weights.drmTMB Extract likelihood weights
worm_plot Worm plot of randomized quantile residuals

-- Z --

zero_one_beta Zero-one beta response family