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Performs model-based tensor clustering methods including the Tensor Envelope Mixture Model (TEMM), Doubly-Enhanced EM (DEEM) algorithm and Tensor Gaussian Mixture Model (TGMM). TEMM is proposed in the paper “Tensor Envelope Mixture Model For Simultaneous Clustering and Multiway Dimension Reduction” published in Biometrics by Deng and Zhang (2021). DEEM is proposed in the paper “A Doubly-Enhanced EM Algorithm for Model-Based Tensor Clustering” published in the Journal of the American Statistical Association by Mai, Zhang, Pan and Deng (2021).
The TensorClustering package can be installed, directly from CRAN:
install.packages("TensorClustering")
library(TensorClustering)It can also be installed from GitHub, using the devtools library:
install.packages("devtools")
library(devtools)
devtools::install_github("azuryee/TensorClustering")
library(TensorClustering)These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.