- MDS is most helpful for data visualization
- The quality of this data embedding is measured by means of
the stress function
- The corresponding minimization problem is sensitive to local
minima
- Alternate definition: MDS takes a set of dissimilarities and
returns a set of points in a two-dimensional space such that
the distances between these points are directly proportional to
the corresponding dissimilarities