This folder contains code for the R package psbpHMM.
The main purpose of this package is to fit a covariate-dependent infinite hidden Markov model to multiple time series with or without missing data. The hidden state transition distribution is modeled via the probit stick-breaking process (psbp) which allows covariates to inform the transitions.
This package relies on the following R packages. Install these packages in the R environment by using the install.packages("") command.
Rcpp
RcppArmadillo
parallel
gdata
invgamma
gtools
mvtnorm
matrixcalc
tmvmixnorm
rlist
truncnorm
mvnfast
Then you can install psbpHMM by running the following lines in the R console:
library(devtools)
install_github( "lvhoskovec/psbpHMM", build_vignettes = TRUE)
library(psbpHMM)
vignette("psbpHMM_vignette")