Homepage:

https://cran.r-project.org/web/packages/neural/index.html

Reference Manual:

https://cran.r-project.org/web/packages/neural/neural.pdf

The last page has a brief example that you can likely play with to implement your data if you need to.

Thanks Levi,

I tried "neural" package and it runs for low-dimensional data, but it didn't work with my data that is complex and have around 1200 rows with 9 predictors.

Thanks Arjun,

I used that package before for class classification, but I am not sure if it can be considered as RBF-NN.

try this

https://www.rdocumentation.org/packages/RSNNS/versions/0.4-10/topics/rbf

the rbf function fromm the RSNNS package causes R Studio to crash every time I want to run it...