Machine Learning, Python, Towards Data Science, Dimensionality Reduction, Data Visualization.
is asymmetric. It yields a great cost to points that are nearby in the high dimensional space (p axis) but are represented by far away points in the low dimensional space while a smaller cost for far apart points in the high dimensional space represented by near points in the low dimensional space.