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diffusionMap (version 1.2.0)

Diffusion Map

Description

Implements diffusion map method of data parametrization, including creation and visualization of diffusion map, clustering with diffusion K-means and regression using adaptive regression model. Richards (2009) .

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Install

install.packages('diffusionMap')

Monthly Downloads

445

Version

1.2.0

License

GPL-3

Issues

0

Pull Requests

0

Stars

5

Forks

2

Maintainer

Robrecht Cannoodt

Last Published

September 10th, 2019

Functions in diffusionMap (1.2.0)

annulus

Annulus toy data set
nystrom

Perform Nystrom Extension to estimate diffusion coordinates of data.
diffuse

Compute diffusion map coordinates from pair-wise distances.
epsilonCompute

Compute default diffusion map epsilon.
adapreg

Adaptive Regression
Chainlink

Chainlink toy clustering data set
adapreg.m

Adaptive Regression
diffusionKmeans

Diffusion K-means
distortionMin

Distortion Minimization via K-means