# Visualize clustering with mulidimensional data set

I have done a clustering in R using the Mclustpackage with a data set with 17 attributes and 2000 observations. the Mclustpackage is using EM algorithm to do the clustering.

Is there any good way to visualize my clustering? My first thought is PCA.

• Your first thought is not bad! Do that first and then consider more advanced techniques (eg. $t$-SNE, MDS, etc.) – usεr11852 Apr 22 '17 at 23:01