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ProjectionBasedClustering

Installation

Installation using CRAN

Install automatically with all dependencies via

install.packages("ProjectionBasedClustering",dependencies = T)

Installation using Github

Please note, that dependecies have to be installed manually.

remotes::install_github("Mthrun/ProjectionBasedClustering")

Installation using R Studio

Please note, that dependecies have to be installed manually.

Tools -> Install Packages -> Repository (CRAN) -> ProjectionBasedClustering

Manual

The full manual for users or developers is available here: https://cran.r-project.org/web/packages/ProjectionBasedClustering/ProjectionBasedClustering.pdf

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Version

Install

install.packages('ProjectionBasedClustering')

Monthly Downloads

753

Version

1.2.1

License

GPL-3

Maintainer

Michael Thrun

Last Published

October 11th, 2023

Functions in ProjectionBasedClustering (1.2.1)

interactiveClustering

GUI for interactive cluster analysis

interactiveGeneralizedUmatrixIsland

GUI for cutting out an Island.

ShortestGraphPathsC

Shortest GraphPaths = geodesic distances

UniformManifoldApproximationProjection

Uniform Manifold Approximation and Projection

Sammons Mapping

T-distributed Stochastic Neighbor Embedding (t-SNE)

interactiveProjectionBasedClustering

Interactive Projection-Based Clustering (IPBC)

Delaunay4Points

Adjacency matrix of the delaunay graph for BestMatches of Points

DefaultColorSequence

Default color sequence for plots

Kruskal stress calculation

Projection2Bestmatches

Projection to Bestmatches

ProjectionBasedClustering-package

Projection Based Clustering

Hepta is part of the Fundamental Clustering Problem Suit (FCPS) [Thrun/Ultsch, 2020].

Multidimensional Scaling (MDS)

Curvilinear Component Analysis (CCA)

Principal Component Analysis (PCA)

Polar Swarm (Pswarm)

Rank-based smoothed precision/recall measure for projection.

ProjectionPursuit

Projection Pursuit

Independent Component Analysis (ICA)

Neighbor Retrieval Visualizer (NeRV)

ContTrustMeasure

Measure of trustworthiness and continuity for projection

ProjectionBasedClustering

Automatic Projection-based Clustering (PBC) [Thrun/Ultsch, 2020]

PlotProjectedPoints

Plot Projected Points