Gallery of examples

Contents

General examples
Practical applications of tensor methods
Tensor decomposition
Tensor regression with tensorly

General examples

Examples of tensor usage.

Basic tensor operations

Practical applications of tensor methods

See how you can use TensorLy on practical applications and datasets.

Image compression via tensor decomposition

COVID-19 Serology Dataset Analysis with CP

Tensor decomposition

Using line search with PARAFAC

Constrained CP decomposition in Tensorly >=0.7

Non-negative Tucker decomposition in Tensorly >=0.6

Non-negative CP decomposition in Tensorly >=0.6

Demonstration of PARAFAC2

Tensor regression with tensorly

CP tensor regression

Tucker tensor regression

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