| Name : R-bayesGAM
| |
| Version : 0.0.2
| Vendor : obs://build_opensuse_org/devel:languages:R
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| Release : lp153.6.1
| Date : 2024-09-18 06:30:21
|
| Group : Development/Libraries/Other
| Source RPM : R-bayesGAM-0.0.2-lp153.6.1.src.rpm
|
| Size : 6.33 MB
| |
| Packager : (none)
| |
| Summary : Fit Multivariate Response Generalized Additive Models using Hamiltonian Monte Carlo
|
Description :
The \'bayesGAM\' package is designed to provide a user friendly option to
fit univariate and multivariate response Generalized Additive Models
(GAM) using Hamiltonian Monte Carlo (HMC) with few technical burdens.
The functions in this package use \'rstan\' (Stan Development Team 2020)
to call \'Stan\' routines that run the HMC simulations. The \'Stan\' code
for these models is already pre-compiled for the user. The programming
formulation for models in \'bayesGAM\' is designed to be familiar to
analysts who fit statistical models in \'R\'. Carpenter, B., Gelman, A.,
Hoffman, M. D., Lee, D., Goodrich, B., Betancourt, M., ... & Riddell,
A. (2017). Stan: A probabilistic programming language. Journal of
statistical software, 76(1). Stan Development Team. 2018. RStan: the R
interface to Stan. R package version 2.17.3. < https://mc-stan.org/>
Neal, Radford (2011) \"Handbook of Markov Chain Monte Carlo\" ISBN:
978-1420079418. Betancourt, Michael, and Mark Girolami. \"Hamiltonian
Monte Carlo for hierarchical models.\" Current trends in Bayesian
methodology with applications 79.30 (2015): 2-4. Thomas, S., Tu, W.
(2020) \"Learning Hamiltonian Monte Carlo in R\" < arXiv:2006.16194>,
Gelman, A., Carlin, J. B., Stern, H. S., Dunson, D. B., Vehtari, A., &
Rubin, D. B. (2013) \"Bayesian Data Analysis\" ISBN: 978-1439840955,
Agresti, Alan (2015) \"Foundations of Linear and Generalized Linear
Models ISBN: 978-1118730034, Pinheiro, J., Bates, D. (2006)
\"Mixed-effects Models in S and S-Plus\" ISBN: 978-1441903174. Ruppert,
D., Wand, M. P., & Carroll, R. J. (2003). Semiparametric regression
(No. 12). Cambridge university press. ISBN: 978-0521785167.
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RPM found in directory: /packages/linux-pbone/ftp5.gwdg.de/pub/opensuse/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Leap_15.3/x86_64 |
