Communication-Efficient Varying Coefficient Mixed-Effects Models

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Documentation for package ‘cevcmm’ version 0.1.3

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

+.vcmm_ss	Additive aggregation of sufficient-statistics summaries
accumulate_stats	Add one batch or node statistics to a running accumulator
build_kronecker_precision	Build the Kronecker-structured random-effect precision matrix
build_penalty_matrix	Build a B-spline second-order difference penalty matrix
build_vcmm_design	Build the design matrix and penalty for a VCMM
coef.vcmm_fit	Fixed-effects coefficient vector from a vcmm fit
compute_sufficient_stats	Compute one batch or node sufficient statistics for a normal linear VCMM
estimate_kronecker_components	Moment-based estimator for the Kronecker left component
fit_csl	Fit a VCMM via the one-step CSL estimator
fit_from_summaries	Fit a VCMM from aggregated sufficient-statistics summaries
fit_ss	Fit a VCMM via the sufficient-statistics estimator
fixef	Extract fixed-effects from a fitted model object
fixef.vcmm_fit	Fixed effects of a VCMM, reshaped by varying-coefficient block
init_accumulator	Initialize an empty sufficient-statistics accumulator
invert_matrix	Numerically stable matrix inversion with automatic method selection
logLik.vcmm_fit	Log-likelihood of a vcmm fit
nobs.vcmm_fit	Number of observations from a vcmm fit
node_summary	Compute one node's sufficient-statistics summary
plot.vcmm_fit	Diagnostic plots for a vcmm fit
predict.vcmm_fit	Predictions from a fitted VCMM
print.vcmm_control	Control parameters for VCMM fitting
print.vcmm_fit	Fit a VCMM via the sufficient-statistics estimator
print.vcmm_summary	Summarise a vcmm fit
ranef	Extract random effects from a fitted model object
ranef.vcmm_fit	Random effects of a VCMM, reshaped by re_cov structure
summary.vcmm_fit	Summarise a vcmm fit
varying_coef	Evaluate the varying coefficient(s) at new t values
vcmm	Fit a Varying Coefficient Mixed-Effects Model
vcmm_control	Control parameters for VCMM fitting
vcov.vcmm_fit	Variance-covariance matrix of the fixed-effects from a vcmm fit