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spherepc (version 0.1.7)

Spherical Principal Curves

Description

Fitting dimension reduction methods to data lying on two-dimensional sphere. This package provides principal geodesic analysis, principal circle, principal curves proposed by Hauberg, and spherical principal curves. Moreover, it offers the method of locally defined principal geodesics which is underway. The detailed procedures are described in Lee, J., Kim, J.-H. and Oh, H.-S. (2021) . Also see Kim, J.-H., Lee, J. and Oh, H.-S. (2020) .

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Version

Install

install.packages('spherepc')

Monthly Downloads

214

Version

0.1.7

License

GPL (>= 3)

Maintainer

Jongmin Lee

Last Published

October 7th, 2021

Functions in spherepc (0.1.7)

Crossprod

Crossproduct of vectors
Kernel.quartic

Quartic kernel function
Logmap

Logarithm map
Rotate

Rotating point on a sphere
SPC.Hauberg

principal curves by Hauberg on a sphere
Rotate.inv

Rotating point on a sphere
Trans.Euclid

Transforming into Euclidean coordinate
SPC

Spherical principal curves
PrincipalCircle

Principal circle on a sphere
LPG

Local principal geodesics
PGA

Principal geodesic analysis
Proj.Hauberg

Projecting the nearest point
Trans.sph

Transforming into spherical coordinate
Cal.recon

Calculating reconstruction error
Kernel.Gaussian

Gaussian kernel function
ExtrinsicMean

Finding Extrinsic Mean
Earthquake

Earthquake
Dist.pt

The number of distinct points.
Expmap

Exponential map
Kernel.indicator

Indicator kernel function
GenerateCircle

Generating circle on sphere
IntrinsicMean

Finding Intrinsic Mean