Package: Blend 0.1.0

Kun Fan

Blend: Bayesian Longitudinal Regularized Semiparametric Quantile Mixed Models

Our recently developed fully Bayesian semiparametric quantile mixed-effect model for high-dimensional longitudinal studies with heterogeneous observations can be implemented through this package. This model can distinguish between time-varying interactions and constant-effect-only cases to avoid model misspecifications. Facilitated by spike-and-slab priors, this model leads to superior performance in estimation, identification and statistical inference. In particular, robust Bayesian inferences in terms of valid Bayesian credible intervals on both parametric and nonparametric effects can be validated on finite samples. The Markov chain Monte Carlo algorithms of the proposed and alternative models are efficiently implemented in 'C++'.

Authors:Kun Fan [aut, cre], Cen Wu [aut]

Blend_0.1.0.tar.gz
Blend_0.1.0.tar.gz(r-4.5-noble)Blend_0.1.0.tar.gz(r-4.4-noble)
Blend_0.1.0.tgz(r-4.4-emscripten)Blend_0.1.0.tgz(r-4.3-emscripten)
Blend.pdf |Blend.html
Blend/json (API)

# Install 'Blend' in R:
install.packages('Blend', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/kunfa/blend/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:
  • J - Simulated data for demonstrating the features of Blend
  • degree - Simulated data for demonstrating the features of Blend
  • kn - Simulated data for demonstrating the features of Blend
  • t - Simulated data for demonstrating the features of Blend
  • x - Simulated data for demonstrating the features of Blend
  • y - Simulated data for demonstrating the features of Blend

openblascppopenmp

1.70 score 4 exports 30 dependencies

Last updated 18 days agofrom:29355a178b. Checks:OK: 2. Indexed: no.

TargetResultDate
Doc / VignettesOKNov 25 2024
R-4.5-linux-x86_64OKNov 25 2024

Exports:BlendCoverageplot_Blendselection

Dependencies:clicolorspacefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerRcppRcppArmadillorlangscalestibbleutf8vctrsviridisLitewithr