Tensor ring decomposition presents a novel method for effectively representing high-dimensional data. This decomposition Tensor rings technique exploits the intrinsic structure of tensors, permitting the representation as large datasets with substantially reduced memory footprint. By this {decomposition|, it becomes possible to conduct complex tens

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