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GeodRegr
View on CRAN: Click
here
Download and install GeodRegr package within the R console
Install from CRAN:
install.packages("GeodRegr")
Install from Github:
library("remotes")
install_github("cran/GeodRegr")
Install by package version:
library("remotes")
install_version("GeodRegr", "0.2.0")
Attach the package and use:
library("GeodRegr")
Maintained by
Ha-Young Shin
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-08-24
Latest Update: 2021-09-03
Description:
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) . Also see Fletcher, P. T. (2013) .
How to cite:
Ha-Young Shin (2020). GeodRegr: Geodesic Regression. R package version 0.2.0, https://cran.r-project.org/web/packages/GeodRegr. Accessed 21 Nov. 2024.
Previous versions and publish date:
0.1.0 (2020-08-24 18:20)
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imports, suggests or enhances
Complete documentation for GeodRegr
Functions, R codes and Examples using
the GeodRegr R package
Some associated functions: are . are_nr . calvaria . exp_map . geo_dist . geo_reg . intrinsic_location . log_map . loss . onmanifold . par_trans . rnormtangents .
Some associated R codes: GeodRegr.R . data.R . efficiency.R . normal.R . others.R . Full GeodRegr package functions and examples
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