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CUDA Nonnegative Tensor Factorization Library
Nonnegative tensor factorization library, which uses graphical hardware and runs over twenty times faster, than the CPU version. The library can be also used as a Matlab plugin....
JC - Počítačový hardware a software
- 2009 •
- R
Rok uplatnění
R - Software
Rank-one tensor injection: A novel method for canonical polyadic tensor decomposition
Canonical polyadic decomposition of tensor is to approximate or express the tensor by sum of rank-1 tensors. When all or almost all components of factor matrices of the tensor are highly collinear, the dec...
BB - Aplikovaná statistika, operační výzkum
- 2016 •
- D
Rok uplatnění
D - Stať ve sborníku
Cramér-Rao-Induced Bounds for CANDECOMP/ PARAFAC Tensor Decomposition
error of factors along a selected dimension of a tensor of an arbitrary dimension and for tensors of arbitrary dimension and rank, where two factor matrices have orthogonal estimates of factor matrices in...
BB - Aplikovaná statistika, operační výzkum
- 2013 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
Canonical polyadic tensor decomposition with low-rank factor matrices
an algorithm to decompose the tensors into factor matrices of given ranks. Second, we propose an algorithm which can determine the ranks of the factor matricesThis paper proposes a constrained canonical polyadic (CP) t...
Electrical and electronic engineering
- 2021 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
CANDECOMP/PARAFAC Decomposition of High-Order Tensors Through Tensor Reshaping
, and they are often not applicable to higher order and relatively large scale tensors. In this paper, by exploiting the uniqueness of CPD and the relation of a tensor in Kruskal form and its unfolded tensor, we propose a f...
BB - Aplikovaná statistika, operační výzkum
- 2013 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
On contact brackets on the tensor product
We study the behavior of contact brackets on the tensor product of two algebras, in particular, address the question of Martinez and Zelmanov about extension of a contact bracket on the tensor product from the brackets on the f...
Pure mathematics
- 2022 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
Reduction theorems for general linear connections
on manifolds and of classical tensor fields can be factorized through the curvature tensors, the tensor fields and their covariant differentials. We generalize this result, on the spaces of linear symmetric connec...
BA - Obecná matematika
- 2004 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Differential invariants of the metric tensor
The problem of finding differential invariants of arbitrary order, depending on the metric tensor, is solved by the factorization method with respect to a proper subgroup of the differential group acting in the space of differential...
BA - Obecná matematika
- 2000 •
- D
Rok uplatnění
D - Stať ve sborníku
A Further Improvement of a Fast Damped Gauss?Newton Algorithm for CANDECOMP-PARAFAC Tensor Decomposition
(also known as Levenberg-Marquart) for the CANDECOMP-PARAFAC (CP) tensor) operations, where N and R is the tensor order and rank, respectively. It is less than-colinear factors appear in several modes simultaneously. Perfo...
BB - Aplikovaná statistika, operační výzkum
- 2013 •
- D
Rok uplatnění
D - Stať ve sborníku
Tensor Completion Through Multiple Kronecker Product Decomposition
We propose a novel decomposition approach to impute missing values in tensor data. The method uses smaller scale multiway patches to model the whole data or a small volume encompassing the observed missing entries. Simulations on color image...
BB - Aplikovaná statistika, operační výzkum
- 2013 •
- D
Rok uplatnění
D - Stať ve sborníku
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