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hmclearn  

Fit Statistical Models Using Hamiltonian Monte Carlo
View on CRAN: Click here


Download and install hmclearn package within the R console
Install from CRAN:
install.packages("hmclearn")

Install from Github:
library("remotes")
install_github("cran/hmclearn")

Install by package version:
library("remotes")
install_version("hmclearn", "0.0.5")



Attach the package and use:
library("hmclearn")
Maintained by
Samuel Thomas
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-06-25
Latest Update: 2020-10-05
Description:
Provide users with a framework to learn the intricacies of the Hamiltonian Monte Carlo algorithm with hands-on experience by tuning and fitting their own models. All of the code is written in R. Theoretical references are listed below:. Neal, Radford (2011) "Handbook of Markov Chain Monte Carlo" ISBN: 978-1420079418, Betancourt, Michael (2017) "A Conceptual Introduction to Hamiltonian Monte Carlo" , Thomas, S., Tu, W. (2020) "Learning Hamiltonian Monte Carlo in R" , 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.
How to cite:
Samuel Thomas (2020). hmclearn: Fit Statistical Models Using Hamiltonian Monte Carlo. R package version 0.0.5, https://cran.r-project.org/web/packages/hmclearn. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.0.3 (2020-06-25 11:20), 0.0.4 (2020-07-27 07:10)
Other packages that cited hmclearn R package
View hmclearn citation profile
Other R packages that hmclearn depends, imports, suggests or enhances
Complete documentation for hmclearn
Functions, R codes and Examples using the hmclearn R package
Some associated functions: Drugs . Endometrial . Gdat . coef.hmclearn . diagplots.hmclearn . diagplots . hmc.fit . hmc . hmclearn-glm-posterior . hmclearn-plots . leapfrog . mh.fit . mh . neff.hmclearn . neff . plot.hmclearn . predict.hmclearn . psrf.hmclearn . psrf . qfun . qprop . summary.hmclearn . 
Some associated R codes: data.R . mcmc_diag.R . mcmc_functions.R . methods.R . plotfun.R . sample_posterior_gradients.R . utils.R .  Full hmclearn package functions and examples
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