Foundations and Trends in Machine Learning Ser.: Randomized Algorithms for Matrices and Data by Michael W. Mahoney (2011, Trade Paperback)
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Randomized Algorithms for Matrices and Data, Paperback by Mahoney, Michael W., ISBN 1601985061, ISBN-13 9781601985064, Brand New, Free P&P in the UK 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.