Metric sample spaces of continuous geometric curves and estimation of their centroids

Citation
Rj. Biscay et Cm. Mora, Metric sample spaces of continuous geometric curves and estimation of their centroids, MATH NACHR, 229, 2001, pp. 15-49
Citations number
40
Categorie Soggetti
Mathematics
Journal title
MATHEMATISCHE NACHRICHTEN
ISSN journal
0025584X → ACNP
Volume
229
Year of publication
2001
Pages
15 - 49
Database
ISI
SICI code
0025-584X(2001)229:<15:MSSOCG>2.0.ZU;2-V
Abstract
The metric sample space of Frechet curves (FRECHET, 1934, 1951, 1961) is ba sed on a generalization of regular curves that covers continuous curves in full generality. This makes it possible to deal with both smooth and non-sm ooth, even non-rectifiable geometric curves in statistical analysis. In the present paper this sample space is further extended in two directions that are relevant in practice: to incorporate information on landmark points in the curves and to impose invariance with respect to an arbitrary group of isometric spatial transformations. Properties of the introduced sample spac es of curves are studied, specially those concerning to the generation and representation of random curves by random functions. In order to provide me asures of central tendency and dispersion of random curves, centroids and r estricted centroids of random curves are defined in a general metric framew ork, and methods for their consistent estimation are derived.