Hierarchical Clustering in R Programming Hierarchical clustering in R Programming Language can be an Unsupervised non-linear algorithm in which clusters are produced these that they have got a hierarchy(or possibly a pre-identified ordering).Moore – Penrose inverse is the most generally identified type of matrix pseudoinverse. In linea