Other packages > Find by keyword >

GeodRegr  

Geodesic Regression
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]
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 05 Jun. 2026.
Previous versions and publish date:
0.1.0 (2020-08-24 18:20)
Other packages that cited GeodRegr R package
View GeodRegr citation profile
Other R packages that GeodRegr depends, 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
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA