Tools for Cluster Analysis

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Documentation for package ‘T4cluster’ version 0.1.2

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compare.adjrand (+) Adjusted Rand Index
compare.rand (+) Rand Index
dpmeans DP-Means Clustering
EKSS Ensembles of K-Subspaces
funhclust Functional Hierarchical Clustering
funkmeans03A Functional K-Means Clustering by Abraham et al. (2003)
gen3S Generate from Three 5-dimensional Subspaces in 200-dimensional space.
genDONUTS Generate Nested Donuts
genLP Generate Line and Plane Example with Fixed Number of Components
genSMILEY Generate SMILEY Data
gmm Finite Gaussian Mixture Model
gmm03F Ensemble of Gaussian Mixtures with Random Projection
gmm11R Regularized GMM by Ruan et al. (2011)
gmm16G Weighted GMM by Gebru et al. (2016)
gskmeans Geodesic Spherical K-Means
household Load 'household' data
kmeans K-Means Clustering
kmeans18B K-Means Clustering with Lightweight Coreset
kmeanspp K-Means++ Clustering
LRR Low-Rank Representation
LRSC Low-Rank Subspace Clustering
LSR Least Squares Regression
MSM Bayesian Mixture of Subspaces of Different Dimensions
pcm Compute Pairwise Co-occurrence Matrix
predict.MSM S3 method to predict class label of new data with 'MSM' object
psm Compute Posterior Similarity Matrix
sc05Z Spectral Clustering by Zelnik-Manor and Perona (2005)
sc09G Spectral Clustering by Gu and Wang (2009)
sc10Z Spectral Clustering by Zhang et al. (2010)
sc11Y Spectral Clustering by Yang et al. (2011)
sc12L Spectral Clustering by Li and Guo (2012)
scNJW Spectral Clustering by Ng, Jordan, and Weiss (2002)
scSM Spectral Clustering by Shi and Malik (2000)
scUL Spectral Clustering with Unnormalized Laplacian
spkmeans Spherical K-Means Clustering
SSC Sparse Subspace Clustering
SSQP Subspace Segmentation via Quadratic Programming