DELVING INTO TENSORS: A MULTI-DIMENSIONAL DATA EXPLORATION WITH RINGS


Tensor Ring Decomposition for High-Order Data Analysis

Tensor ring decomposition offers a powerful framework for get more info analyzing high-order data. This technique reduces complex tensors into a sum of simpler matrices, often referred to as core matrices and factor matrices. Consequently, tensor ring decomposition enables efficient storage and computation with large datasets by exploiting the unde

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Tensors: Exploring Multi-Dimensional Data Structures with Rings

Tensors express multi-dimensional data, extending the concept of vectors and matrices to encompass higher dimensions. These structures find widespread application in fields such as machine learning, physics, and computer graphics. Rings, with their well-defined operations of addition and multiplication, provide a powerful framework for manipulating

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