We describe MPSE: a Multi-Perspective Simultaneous Embedding method for visualizing high-dimensional data, based on multiple pairwise distances between the data points. Specifically, MPSE computes positions points in 3D and provides different views into by means of 2D projections (planes) that preserve each given distance matrices. consider two versions problem: fixed variable projections. with...