TENSOR RING DECOMPOSITION FOR EFFICIENT DATA REPRESENTATION

Tensor ring decomposition presents a novel method for efficiently representing high-dimensional data. This transformation technique leverages the intrinsic structure of tensors, enabling the representation as large datasets with remarkably reduced memory usage. By this {decomposition|, it becomes feasible to execute complex tensor computations in a