Package: NVCSSL 3.0

Ray Bai
NVCSSL: Nonparametric Varying Coefficient Spike-and-Slab Lasso
Fits Bayesian regularized varying coefficient models with the Nonparametric Varying Coefficient Spike-and-Slab Lasso (NVC-SSL) introduced by Bai et al. (2023) <https://jmlr.org/papers/volume24/20-1437/20-1437.pdf>. Functions to fit frequentist penalized varying coefficients are also provided, with the option of employing the group lasso penalty of Yuan and Lin (2006) <doi:10.1111/j.1467-9868.2005.00532.x>, the group minimax concave penalty (MCP) of Breheny and Huang <doi:10.1007/s11222-013-9424-2>, or the group smoothly clipped absolute deviation (SCAD) penalty of Breheny and Huang (2015) <doi:10.1007/s11222-013-9424-2>.
Authors:
NVCSSL_3.0.tar.gz
NVCSSL_3.0.tar.gz(r-4.7-any)NVCSSL_3.0.tar.gz(r-4.6-any)
NVCSSL_3.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
NVCSSL/json (API)
| # Install 'NVCSSL' in R: |
| install.packages('NVCSSL', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- SimulatedData - Simulated data for illustration
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:4a1881d786. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 182 | ||
| source / vignettes | OK | 200 | ||
| linux-release-x86_64 | OK | 175 | ||
| wasm-release | OK | 127 |
Exports:NVC_frequentistNVC_predictNVC_SSL
Dependencies:abindbackportsbootbroomcarcarDataclicodacolorspacecorrplotcowplotcpp11daeDerivdoBydplyrfarverforecastFormulafracdiffgenericsggplot2ggpubrggrepelggsciggsignifGIGrvggluegridExtragrpreggtableisobandlabelinglatticelifecyclelme4lmtestmagrittrMASSMatrixMatrixModelsmcmcMCMCpackmgcvminqamodelrmvtnormnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigplyrpolynompurrrquantregR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreformulasrlangrstatixS7scalesSparseMstringistringrsurvivaltibbletidyrtidyselecttimeDatetryCatchLogurcautf8vctrsviridisLitewithrzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Fits frequentist penalized nonparametric varying coefficient (NVC) models | NVC_frequentist |
| Prediction for nonparametric varying coefficient (NVC) models | NVC_predict |
| Nonparametric Varying Coefficient Spike-and-Slab Lasso (NVC-SSL) | NVC_SSL |
| Simulated data for illustration | SimulatedData |