A Structure-Based Distance Metric for High-Dimensional Space Exploration with Multidimensional Scaling
IEEE Transactions on Visualization and Computer Graphics
By Jenny Hyunjung Lee,Kevin T. McDonnell,Alla Zelenyuk,Dan Imre,Klaus Mueller
Issue Date:March 2014
Although the euclidean distance does well in measuring data distances within high-dimensional clusters, it does poorly when it comes to gauging intercluster distances. This significantly impacts the quality of global, low-dimensional space embedding proced...