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rTensor
Tools for Tensor Analysis and Decomposition
View on CRAN: Click
here
Download and install rTensor package within the R console
Install from CRAN:
install.packages("rTensor")
Install from Github:
library("remotes")
install_github("cran/rTensor") Install by package version:
library("remotes")
install_version("rTensor", "1.4.8") Attach the package and use:
library("rTensor")
Maintained by
Koki Tsuyuzaki
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2014-01-28
Latest Update: 2021-05-15
Description:
A set of tools for creation, manipulation, and modeling
of tensors with arbitrary number of modes. A tensor in the context of data
analysis is a multidimensional array. rTensor does this by providing a S4
class 'Tensor' that wraps around the base 'array' class. rTensor
provides common tensor operations as methods, including matrix unfolding,
summing/averaging across modes, calculating the Frobenius norm, and taking
the inner product between two tensors. Familiar array operations are
overloaded, such as index subsetting via '[' and element-wise operations.
rTensor also implements various tensor decomposition, including CP, GLRAM,
MPCA, PVD, and Tucker. For tensors with 3 modes, rTensor also implements
transpose, t-product, and t-SVD, as defined in Kilmer et al. (2013). Some
auxiliary functions include the Khatri-Rao product, Kronecker product, and
the Hadamard product for a list of matrices.
How to cite:
Koki Tsuyuzaki (2014). rTensor: Tools for Tensor Analysis and Decomposition. R package version 1.4.8, https://cran.r-project.org/web/packages/rTensor. Accessed 21 Nov. 2024.
Previous versions and publish date:
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Complete documentation for rTensor
Functions, R codes and Examples using
the rTensor R package
Some associated functions: Ops-methods . Tensor-class . as.tensor . cp . cs_fold . cs_unfold-methods . dim-methods . extract-methods . fnorm-methods . fold . hadamard_list . head-methods . hosvd . initialize-methods . innerProd-methods . k_fold . k_unfold-methods . khatri_rao . khatri_rao_list . kronecker_list . load_orl . matvec-methods . modeMean-methods . modeSum-methods . mpca . plot_orl . print-methods . pvd . rTensor-package . rand_tensor . rs_fold . rs_unfold-methods . show-methods . t-methods . t_mult . t_svd . t_svd_reconstruct . tail-methods . tperm-methods . ttl . ttm . tucker . unfold-methods . unmatvec . vec-methods .
Some associated R codes: rTensor_Class.R . rTensor_Decomp.R . rTensor_Misc.R . Full rTensor package functions and examples
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