TENSOR RING DECOMPOSITION FOR DATA REPRESENTATION

Tensor ring decomposition presents a novel approach to data representation by decomposing high-order tensors into a sum of low-rank matrices. This factorization exploits the inherent structure within data, enabling read more efficient storage and processing. Applications range from recommender systems to natural language processing, where tensor de