MLAICVLGMSJun 17, 2018

Tensor-Tensor Product Toolbox

arXiv:1806.07247v237 citationsHas Code
Originality Synthesis-oriented
AI Analysis

This provides a practical tool for researchers and practitioners working with tensor data, but it is incremental as it builds on existing t-product theory.

The authors developed a Matlab toolbox implementing basic tensor operations based on the tensor-tensor product (t-product), which generalizes matrix multiplication to tensors, enabling extensions like tensor SVD and norms.

The tensor-tensor product (t-product) [M. E. Kilmer and C. D. Martin, 2011] is a natural generalization of matrix multiplication. Based on t-product, many operations on matrix can be extended to tensor cases, including tensor SVD, tensor spectral norm, tensor nuclear norm [C. Lu, et al., 2018] and many others. The linear algebraic structure of tensors are similar to the matrix cases. We develop a Matlab toolbox to implement several basic operations on tensors based on t-product. The toolbox is available at https://github.com/canyilu/tproduct.

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