Say clustering was performed. My concern is to understand what characterizes certain cluster. Which variables differ most for a certain cluster? Are there any methods for performing such kind of analysis?
For example, say I have 50 variables and 10 clusters. The desired result would sound like: for a cluster 1 variables 5, 16, 23, 42 and 49 contribute to the biggest difference from other clusters.