What is the MDS algorithm?

The MDS algorithm, or Multidimensional Scaling, is a technique used to analyze data and reduce its dimensionality while preserving the relationships between data points. It operates by taking a distance matrix as input, which represents the distances between various data points, and then generates a lower-dimensional representation of these points that attempts to maintain the original distances as closely as possible.