Say I have some vectors in Stan
vector[100] mu[20]
This means mu
is 20 vectors each of length 100.
Do I read this in as mu = martix(NA,nrow=100,ncol=20)
or as mu = array(NA,dim=c(100,20))
from R?
(I hope I'm not getting the dimensions mixed up)
Or is incorrect and do you this differently?
So you have two options to provide the matrix
/array
or a list
of vectors. In your example you have to change the order for rows and columns.
The rstan
error messages are clear so you will know if something goes wrong with dimensions.
library(rstan)
# dummy parameters
scode <- "
data {
vector[100] mu[20];
}
parameters {
real y[2];
}
"
# Both fit pass without errors
fit1 <- stan(
model_code = scode,
data = list(mu = matrix(rnorm(20 * 100), nrow = 20, ncol = 100))
)
fit2 <- stan(
model_code = scode,
data = list(mu = lapply(1:20, function(x) rnorm(100)))
)