GeodRegr: Geodesic Regression

Provides a gradient descent algorithm to find a geodesic relationship between real-valued independent variables and a manifold-valued dependent variable (i.e. geodesic regression). Available manifolds are Euclidean space, the sphere, hyperbolic space, and Kendall's 2-dimensional shape space. Besides the standard least-squares loss, the least absolute deviations, Huber, and Tukey biweight loss functions can also be used to perform robust geodesic regression. Functions to help choose appropriate cutoff parameters to maintain high efficiency for the Huber and Tukey biweight estimators are included, as are functions for generating random tangent vectors from the Riemannian normal distributions on the sphere and hyperbolic space. The n-sphere is a n-dimensional manifold: we represent it as a sphere of radius 1 and center 0 embedded in (n+1)-dimensional space. Using the hyperboloid model of hyperbolic space, n-dimensional hyperbolic space is embedded in (n+1)-dimensional Minkowski space as the upper sheet of a hyperboloid of two sheets. Kendall's 2D shape space with K landmarks is of real dimension 2K-4; preshapes are represented as complex K-vectors with mean 0 and magnitude 1. Details are described in Shin, H.-Y. and Oh, H.-S. (2020) <arXiv:2007.04518>. Also see Fletcher, P. T. (2013) <doi:10.1007/s11263-012-0591-y>.

Version: 0.2.0
Depends: R (≥ 4.0.0)
Imports: MASS (≥ 7.3.51.6), zipfR (≥ 0.6.66), stats (≥ 4.0.1)
Published: 2021-09-03
Author: Ha-Young Shin [aut, cre], Hee-Seok Oh [aut]
Maintainer: Ha-Young Shin <hayoung.shin at gmail.com>
BugReports: https://github.com/hayoungshin1/GeodRegr/issues
License: GPL-3
URL: https://github.com/hayoungshin1/GeodRegr
NeedsCompilation: no
CRAN checks: GeodRegr results

Downloads:

Reference manual: GeodRegr.pdf
Package source: GeodRegr_0.2.0.tar.gz
Windows binaries: r-devel: GeodRegr_0.2.0.zip, r-release: GeodRegr_0.2.0.zip, r-oldrel: GeodRegr_0.2.0.zip
macOS binaries: r-release (arm64): GeodRegr_0.2.0.tgz, r-release (x86_64): GeodRegr_0.2.0.tgz, r-oldrel: GeodRegr_0.2.0.tgz
Old sources: GeodRegr archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=GeodRegr to link to this page.