Tensor ring decomposition offers a powerful framework for analyzing high-dimensional data. This technique decomposes a multi-way array, also known as a tensor, into a sum of smaller tensors with specific structural properties. By exploiting the low-rank structure of tensors, tensor ring decomposition diminishes the dimensionality of the data while

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