Tensor ring decomposition presents a novel approach for effectively representing high-dimensional data. This transformation technique utilizes the intrinsic structure of tensors, enabling the representation as large datasets Tensor rings with remarkably reduced memory consumption. Through this {decomposition|, it becomes possible to perform complex

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