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Introduction To High Dimensional Statistics

Pub Date : 2014-12-17 | Author : Christophe Giraud | Publisher : CRC Press

ISBN 10 : 9781482237955
ISBN 13 : 1482237954

Ever-greater computing technologies have given rise to an exponentially growing volume of data. Today massive data sets (with potentially thousands of variables) play an important ..


Statistics For High Dimensional Data

Pub Date : 2011-06-08 | Author : Peter B├╝hlmann | Publisher : Springer Science & Business Media

ISBN 10 : 9783642201929
ISBN 13 : 364220192X

Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently de..


Large Sample Covariance Matrices And High Dimensional Data Analysis

Pub Date : 2015-03-26 | Author : Jianfeng Yao | Publisher : Cambridge University Press

ISBN 10 : 9781107065178
ISBN 13 : 1107065178

Written by leading experts in the field, this book presents the most recent developments in the use of random matrix theory in high-dimensional statistics...


Analysis Of Multivariate And High Dimensional Data

Pub Date : 2013-12-02 | Author : Inge Koch | Publisher : Cambridge University Press

ISBN 10 : 9781107511859
ISBN 13 : 1107511852

'Big data' poses challenges that require both classical multivariate methods and contemporary techniques from machine learning and engineering. This modern text equips you for the ..


Uncertainty Analysis With High Dimensional Dependence Modelling

Pub Date : 2006-10-02 | Author : Dorota Kurowicka | Publisher : John Wiley & Sons

ISBN 10 : 9780470863084
ISBN 13 : 0470863080

Mathematical models are used to simulate complex real-world phenomena in many areas of science and technology. Large complex models typically require inputs whose values are not kn..


Statistical Learning With Sparsity

Pub Date : 2015-05-07 | Author : Trevor Hastie | Publisher : CRC Press

ISBN 10 : 9781498712170
ISBN 13 : 1498712177

Discover New Methods for Dealing with High-Dimensional Data A sparse statistical model has only a small number of nonzero parameters or weights; therefore, it is much easier to est..


High Dimensional Covariance Estimation

Pub Date : 2013-05-28 | Author : Mohsen Pourahmadi | Publisher : John Wiley & Sons

ISBN 10 : 9781118573662
ISBN 13 : 1118573668

Methods for estimating sparse and large covariance matrices Covariance and correlation matrices play fundamental roles in every aspect of the analysis of multivariate data collecte..