Multidimensional Scaling

A family of ordination methods that constructs a configuration of points in a geometric (usually Euclidean) space whose pairwise distances reproduce, as closely as possible, an observed matrix of similarities or dissimilarities among items; variants include classical (metric) MDS—based on eigen decomposition of a double‑centered distance matrix—and nonmetric MDS, which seeks a monotonic transforma