On Fréchet means in simplex shape spaces

Author:

Kume Alfred,Le Huiling

Abstract

By making use of the geometric properties of simplex shape spaces, this paper investigates the problems relating to the estimation of the Fréchet means of the random shapes of simplices in Euclidean spaces and also, for the random shapes induced by certain normally distributed simplices, the problems relating to the location of these Fréchet means. In particular, we obtain an algorithm for computing sample mean shapes in simplex shape spaces which converges reasonably fast.

Publisher

Cambridge University Press (CUP)

Subject

Applied Mathematics,Statistics and Probability

Cited by 5 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Persistent Homology;Nonparametric Statistics on Manifolds and Their Applications to Object Data Analysis;2015-09-18

2. Nonparametric estimation of means on Hilbert manifolds and extrinsic analysis of mean shapes of contours;Journal of Multivariate Analysis;2013-11

3. A Metric Multidimensional Scaling-Based Nonlinear Manifold Learning Approach for Unsupervised Data Reduction;EURASIP Journal on Advances in Signal Processing;2008-03-19

4. Principal component analysis for Riemannian manifolds, with an application to triangular shape spaces;Advances in Applied Probability;2006-06

5. Principal component analysis for Riemannian manifolds, with an application to triangular shape spaces;Advances in Applied Probability;2006-06

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