Tropical Balls and Its Applications to K Nearest Neighbor over the Space of Phylogenetic Trees

A tropical ball is a defined by the metric over projective torus. In this paper we show several properties of balls torus and also space phylogenetic trees with given set leaf labels. Then discuss its application to K nearest neighbors (KNN) algorithm, supervised learning method used classify high-dimensional vector into categories looking at centered vector, which contains vectors in space.