Statistical mechanics of low-rank tensor decomposition
Statistical mechanics of low-rank tensor decomposition
Often, large, high dimensional datasets collected across multiple modalities can be organized as a higher order tensor.Low-rank tensor decomposition then arises as a powerful and widely used tool to discover simple low dimensional structures underlying such data.However, we currently lack a theoretical understanding of the algorithmic behavior of low-rank tensor …