Cuiyu Liu

Tensor-Based Sketching Method for the Low-Rank Approximation of Data Streams.

Low-rank approximation in data streams is a fundamental and significant task in computing science, machine learning and statistics. Multiple streaming algorithms have emerged over years and most of them are inspired by randomized algorithms, more specifically, sketching methods. However, many algori…