TENSOR RING DECOMPOSITION FOR EFFICIENT DATA REPRESENTATION

Tensor ring decomposition proposes a novel approach for efficiently representing high-dimensional data. This decomposition technique exploits the intrinsic structure of tensors, permitting the representation of large datasets with substantially reduced memory usage. By this {decomposition|, it becomes feasible to perform complex tensor computations