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circlus (version 0.0.2)

Clustering and Simulation of Spherical Cauchy and PKBD Models

Description

Provides tools for estimation and clustering of spherical data, seamlessly integrated with the 'flexmix' package. Includes the necessary M-step implementations for both Poisson Kernel-Based Distribution (PKBD) and spherical Cauchy distribution. Additionally, the package provides random number generators for PKBD and spherical Cauchy distribution. Methods are based on Golzy M., Markatou M. (2020) , Kato S., McCullagh P. (2020) and Sablica L., Hornik K., Leydold J. (2023) .

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Install

install.packages('circlus')

Monthly Downloads

142

Version

0.0.2

License

GPL-3

Issues

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Maintainer

Lukas Sablica

Last Published

February 19th, 2025

Functions in circlus (0.0.2)

rpkb

Random Sampling from PKB Distributions using ACG or Projected Saw Distributions
FLXMCspcauchy

Spherical Cauchy Driver for FlexMix
rPKBD_ACG

Random Sampling from PKBD Distributions using ACG Envelopes
FLXMRspcauchy

Spherical Cauchy Driver for FlexMix Using Neural Networks
dspcauchy

Density Function for Spherical Cauchy Distribution
FLXMCpkb

PKB distribution Driver for FlexMix
dpkb

Density Function for PKB distribution
FLXMRpkb

PKB distribution Driver for FlexMix Using Neural Networks
Abstracts

Abstracts of Papers Co-Authored by Friedrich Leisch
rPKBD_Saw

Random Sampling from PKB Distributions using Projected Saw Distribution
rspcauchy

Random Sampling from Spherical Cauchy Distributions