Algorithms

Tensor Decomposition Algorithms

Module for various algorithms of tensor decompositions

CPD

Canonical Polyadic Decomposition.

RandomisedCPD

Randomised Canonical Polyadic Decomposition.

Parafac2

Computes PARAFAC2 for tensors of order three with respect to a specified rank.

HOSVD

Higher Order Singular Value Decomposition.

HOOI

Higher Order Orthogonal Iteration Decomposition.

TTSVD

Tensor Train Decomposition.

Data Fusion Algorithms

This module contains methods for data fusion

CMTF

Coupled Matrix and Tensor factorization for two Tensors of order n and 2 with respect to a specified rank.

Multi-linear Classification Algorithms

This module contains various models for classification

LSSTM

Least Squares Support Tensor Machine (LS-STM) for binary classification.

TelVI

Tensor Ensemble Learning: Vectors Independently (TelVI)

TelVAC

Methods