Randomized Algorithms for Matrices and Data

Randomized algorithms for very large matrix problems have received much attention in recent years. Much of this work was motivated by problems in large-scale data analysis, largely since matrices are popular structures with which to model data drawn from a wide range of application domains. This book provides a detailed overview of this work.