TENSOR RING DECOMPOSITION FOR HIGH-DIMENSIONAL DATA ANALYSIS

Tensor ring decomposition provides a powerful framework for analyzing high-dimensional data. This technique factorizes a multi-way array, also known as a tensor, into a sum of smaller tensors with specific structural properties. By exploiting the low-rank structure of tensors, tensor ring decomposition reduces the dimensionality of the data while p