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Type: Package | ||
Package: SeBR | ||
Title: Semiparametric Bayesian Regression Analysis | ||
Version: 1.0.0 | ||
Authors@R: | ||
person("Dan", "Kowal", email = "daniel.r.kowal@gmail.com", role = c("aut", "cre", "cph"), | ||
comment = c(ORCID = "0000-0003-0917-3007")) | ||
Description: Monte Carlo and MCMC sampling algorithms for semiparametric | ||
Bayesian regression analysis. These models feature a nonparametric | ||
(unknown) transformation of the data paired with widely-used | ||
regression models including linear regression, spline regression, | ||
quantile regression, and Gaussian processes. The transformation | ||
enables broader applicability of these key models, including for | ||
real-valued, positive, and compactly-supported data with challenging | ||
distributional features. The samplers prioritize computational | ||
scalability and, for most cases, Monte Carlo (not MCMC) sampling for | ||
greater efficiency. Details of the methods and algorithms are provided | ||
in Kowal and Wu (2023) <arXiv:2306.05498>. | ||
License: MIT + file LICENSE | ||
URL: https://github.com/drkowal/SeBR, https://drkowal.github.io/SeBR/ | ||
BugReports: https://github.com/drkowal/SeBR/issues | ||
Imports: fields, GpGp, MASS, quantreg, spikeSlabGAM, statmod | ||
Suggests: knitr, rmarkdown | ||
VignetteBuilder: knitr | ||
Encoding: UTF-8 | ||
RoxygenNote: 7.2.3 | ||
NeedsCompilation: no | ||
Packaged: 2023-06-30 20:11:03 UTC; danielkowal | ||
Author: Dan Kowal [aut, cre, cph] (<https://orcid.org/0000-0003-0917-3007>) | ||
Maintainer: Dan Kowal <daniel.r.kowal@gmail.com> | ||
Repository: CRAN | ||
Date/Publication: 2023-07-03 16:30:10 UTC |
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YEAR: 2023 | ||
COPYRIGHT HOLDER: SeBR authors |
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a7176e1c59400c270bdbe38ea5ff470b *DESCRIPTION | ||
598bb3304d9fd72e4acb794a9c689c3c *LICENSE | ||
905115cfce87811823d4f0f6c97dd25b *NAMESPACE | ||
80bf37e34a4365a48034ec4bc03caf4b *NEWS.md | ||
e9be660896d645810cf5717ee19fe3b1 *R/helper_funs.R | ||
d1c6be1e7142882f72562fa7f00d89f4 *R/slice.R | ||
343cf77579ea01594879efcb2653d5e3 *R/source_compete.R | ||
8c4313bc6501d20b59cfc6e764d1cfe9 *R/source_sba.R | ||
29fe7652c4736783f4ce6cf9326d8bf5 *README.md | ||
c945c24b6ac03ff11bf5c6d1dc437079 *build/vignette.rds | ||
e45dd15eabde46d87e284f774e05903f *inst/doc/SeBR.R | ||
270939614b4b265d77027d6b26ea8892 *inst/doc/SeBR.Rmd | ||
07e47b53f9b48185b8d6405bbab2deca *inst/doc/SeBR.html | ||
f1c90409eb417500074cc25f43f022cf *man/Fz_fun.Rd | ||
395b03d54eb8edaade41cdcfe050441d *man/bgp_bc.Rd | ||
45d6d7f1fb9a934e4ef3412f7525c0d6 *man/blm_bc.Rd | ||
c386f2819448f76e9c53fcfc56a8b506 *man/bqr.Rd | ||
56644f994b8f589ab8c8f7fd95feb8f5 *man/bsm_bc.Rd | ||
59ae8564f558e43f055efed4c736ef5a *man/computeTimeRemaining.Rd | ||
b493f4bef516686e43be94f0a17a3b10 *man/contract_grid.Rd | ||
bad558e2ca1b8d24999fad75ef78d674 *man/g_bc.Rd | ||
9033a6a17549cc80c758456f0e30a090 *man/g_fun.Rd | ||
60444f1414e01f24fc037a821e618931 *man/g_inv_approx.Rd | ||
b0424f85d761d5821e1376ef4d309a80 *man/g_inv_bc.Rd | ||
2867579630aa3f46d5c9ecae07ed76ac *man/plot_pptest.Rd | ||
4e6f73c1ac5f3bda21fd7dcaa6d2bc0b *man/rank_approx.Rd | ||
e5dd1cf735f0cbcf81bf96a31c37c022 *man/sbgp.Rd | ||
7f365ff1a22d5d515d4160b226648879 *man/sblm.Rd | ||
ceda4ba2ea5b6d5f911144a3c5cc5968 *man/sbqr.Rd | ||
396d069bd7d92c529e0bd5217faa5901 *man/sbsm.Rd | ||
3c6469a212d720fe6e967a50cb8adb5b *man/simulate_tlm.Rd | ||
df43bc3cd30feb40712d1a4709a09a91 *man/sir_adjust.Rd | ||
fa77a984bbbc200cc0efee06f5b2c614 *man/uni.slice.Rd | ||
270939614b4b265d77027d6b26ea8892 *vignettes/SeBR.Rmd |
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# Generated by roxygen2: do not edit by hand | ||
|
||
export(bgp_bc) | ||
export(blm_bc) | ||
export(bqr) | ||
export(bsm_bc) | ||
export(g_bc) | ||
export(g_inv_bc) | ||
export(plot_pptest) | ||
export(rank_approx) | ||
export(sbgp) | ||
export(sblm) | ||
export(sbqr) | ||
export(sbsm) | ||
export(simulate_tlm) | ||
export(sir_adjust) | ||
import(GpGp) | ||
import(fields) | ||
importFrom(MASS,mvrnorm) | ||
importFrom(graphics,abline) | ||
importFrom(graphics,arrows) | ||
importFrom(graphics,lines) | ||
importFrom(quantreg,rq) | ||
importFrom(spikeSlabGAM,sm) | ||
importFrom(statmod,rinvgauss) | ||
importFrom(stats,approxfun) | ||
importFrom(stats,arima.sim) | ||
importFrom(stats,binomial) | ||
importFrom(stats,coef) | ||
importFrom(stats,dnorm) | ||
importFrom(stats,ecdf) | ||
importFrom(stats,fitted) | ||
importFrom(stats,glm) | ||
importFrom(stats,optim) | ||
importFrom(stats,pnorm) | ||
importFrom(stats,poly) | ||
importFrom(stats,qbeta) | ||
importFrom(stats,qnorm) | ||
importFrom(stats,quantile) | ||
importFrom(stats,rbeta) | ||
importFrom(stats,rexp) | ||
importFrom(stats,rgamma) | ||
importFrom(stats,rnorm) | ||
importFrom(stats,runif) | ||
importFrom(stats,splinefun) |
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# SeBR 1.0.0 | ||
|
||
* Initial CRAN submission. |
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