A Statistical Manifold Framework for Point Cloud Data

Yonghyeon Lee, Seungyeon Kim, Jinwon Choi, Frank Chongwoo Park

Abstract: Many problems in machine learning involve data sets in which each data point is a point cloud in $\mathbb{R}^D$. A growing number of applications require a means of measuring not only distances bet...