Question: what is the difference between cluster analysis and multidimensional scaling?
Answer: Cluster analysis is a tool for classifying objects into groups and is not concerned with the geometric representation of the objects in a low-dimensional space. To explore the dimensionality of the space, one may use multidimensional scaling.