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Large Covariance and Autocovariance Matrices, Bose, Arup


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Автор: Bose, Arup
Название:  Large Covariance and Autocovariance Matrices
ISBN: 9780367734107
Издательство: Taylor&Francis
Классификация:
ISBN-10: 0367734109
Обложка/Формат: Paperback
Страницы: 272
Вес: 0.41 кг.
Дата издания: 18.12.2020
Серия: Chapman & hall/crc monographs on statistics and applied probability
Язык: English
Размер: 234 x 156
Читательская аудитория: Tertiary education (us: college)
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Поставляется из: Европейский союз


High-dimensional Covariance Estimation

Автор: Pourahmadi Mohsen
Название: High-dimensional Covariance Estimation
ISBN: 1118034295 ISBN-13(EAN): 9781118034293
Издательство: Wiley
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Цена: 12664.00 р.
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Описание: Methods for estimating sparse and large covariance matrices Covariance and correlation matrices play fundamental roles in every aspect of the analysis of multivariate data collected from a variety of fields including business and economics, health care, engineering, and environmental and physical sciences.

Analysis of Messy Data, Volume III

Автор: Milliken
Название: Analysis of Messy Data, Volume III
ISBN: 158488083X ISBN-13(EAN): 9781584880837
Издательство: Taylor&Francis
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Цена: 24499.00 р.
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Описание: Analysis of covariance is a very useful but often misunderstood methodology for analyzing data where important characteristics of the experimental units are measured but not included as factors in the design. With a balance of theory and examples, this volume provides a guide to this strategy`s techniques, theory, and application.

Projection Matrices, Generalized Inverse Matrices, and Singular Value Decomposition

Автор: Haruo Yanai; Kei Takeuchi; Yoshio Takane
Название: Projection Matrices, Generalized Inverse Matrices, and Singular Value Decomposition
ISBN: 1461428599 ISBN-13(EAN): 9781461428596
Издательство: Springer
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Цена: 15372.00 р.
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Описание: This valuable reference on projectors, generalized inverses, and SVD covers concepts numerous cutting-edge concepts and provides systematic and in-depth accounts of these ideas from the viewpoint of linear transformations of finite dimensional vector spaces.

Linear Models And Regression With R: An Integrated Approach

Автор: Jammalamadaka S Rao, Sengupta Debasis
Название: Linear Models And Regression With R: An Integrated Approach
ISBN: 9811200408 ISBN-13(EAN): 9789811200403
Издательство: World Scientific Publishing
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Цена: от 6763.00 р.
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Описание:

Starting with the basic linear model where the design and covariance matrices are of full rank, this book demonstrates how the same statistical ideas can be used to explore the more general linear model with rank-deficient design and/or covariance matrices. The unified treatment presented here provides a clearer understanding of the general linear model from a statistical perspective, thus avoiding the complex matrix-algebraic arguments that are often used in the rank-deficient case. Elegant geometric arguments are used as needed.

The book has a very broad coverage, from illustrative practical examples in Regression and Analysis of Variance alongside their implementation using R, to providing comprehensive theory of the general linear model with 181 worked-out examples, 227 exercises with solutions, 152 exercises without solutions (so that they may be used as assignments in a course), and 320 up-to-date references.

This completely updated and new edition of Linear Models: An Integrated Approach includes the following features:

  • Applications with data sets, and their implementation in R,
  • Comprehensive coverage of regression diagnostics and model building,
  • Coverage of other special topics such as collinearity, stochastic and inequality constraints, misspecified models, etc.,
  • Use of simple statistical ideas and interpretations to explain advanced concepts, and simpler proofs of many known results,
  • Discussion of models covering mixed-effects/variance components, spatial, and time series data with partially unknown dispersion matrix,
  • Thorough treatment of the singular linear model, including the case of multivariate response,
  • Insight into updates in the linear model, and their connection with diagnostics, design, variable selection, Kalman filter, etc.,
  • Extensive discussion of the foundations of linear inference, along with linear alternatives to least squares.
Shrinkage Estimation for Mean and Covariance Matrices

Автор: Tsukuma Hisayuki, Kubokawa Tatsuya
Название: Shrinkage Estimation for Mean and Covariance Matrices
ISBN: 9811515956 ISBN-13(EAN): 9789811515958
Издательство: Springer
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Цена: 8384.00 р.
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Описание: This book provides a self-contained introduction to shrinkage estimation for matrix-variate normal distribution models.

High-Dimensional Covariance Matrix Estimation: An Introduction to Random Matrix Theory

Автор: Zagidullina Aygul
Название: High-Dimensional Covariance Matrix Estimation: An Introduction to Random Matrix Theory
ISBN: 3030800644 ISBN-13(EAN): 9783030800642
Издательство: Springer
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Цена: 9083.00 р.
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Описание: It draws attention to the deficiencies of standard statistical tools when used in the high-dimensional setting, and introduces the basic concepts and major results related to spectral statistics and random matrix theory under high-dimensional asymptotics in an understandable and reader-friendly way.

Large Random Matrices: Lectures on Macroscopic Asymptotics

Автор: Alice Guionnet
Название: Large Random Matrices: Lectures on Macroscopic Asymptotics
ISBN: 3540698965 ISBN-13(EAN): 9783540698968
Издательство: Springer
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Цена: 6282.00 р.
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Описание: Random matrix theory has developed in connection with various fields of mathematics and physics. This title includes notes that emphasize the relation with the problem of enumerating complicated graphs, and the related large deviations questions.

Spectral Theory of Large Dimensional Random Matrices and its

Автор: Bai Zhidong
Название: Spectral Theory of Large Dimensional Random Matrices and its
ISBN: 981457905X ISBN-13(EAN): 9789814579056
Издательство: World Scientific Publishing
Цена: 12830.00 р.
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Описание: The book contains three parts: Spectral theory of large dimensional random matrices; Applications to wireless communications; and Applications to finance. In the first part, we introduce some basic theorems of spectral analysis of large dimensional random matrices that are obtained under finite moment conditions, such as the limiting spectral distributions of Wigner matrix and that of large dimensional sample covariance matrix, limits of extreme eigenvalues, and the central limit theorems for linear spectral statistics. In the second part, we introduce some basic examples of applications of random matrix theory to wireless communications and in the third part, we present some examples of Applications to statistical finance.

Spectral Analysis of Large Dimensional Random Matrices

Автор: Zhidong Bai; Jack W. Silverstein
Название: Spectral Analysis of Large Dimensional Random Matrices
ISBN: 1461425921 ISBN-13(EAN): 9781461425922
Издательство: Springer
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Цена: 24456.00 р.
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Описание: This book introduces basic concepts, main results and widely-applied mathematical tools in the spectral analysis of large dimensional random matrices. This updated edition includes two new chapters and summaries from the field of random matrix theory.

Product of Random Stochastic Matrices and Distributed Averaging

Автор: Behrouz Touri
Название: Product of Random Stochastic Matrices and Distributed Averaging
ISBN: 3642444652 ISBN-13(EAN): 9783642444654
Издательство: Springer
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Цена: 14365.00 р.
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Описание: Exploring averaging dynamics in multiagent networked systems, this book offers an in-depth study of stability and other phenomena characterizing the limiting behavior of both deterministic and random averaging dynamics. Includes numerous illustrative examples.

Random Matrices and Iterated Random Functions

Автор: Gerold Alsmeyer; Matthias L?we
Название: Random Matrices and Iterated Random Functions
ISBN: 3642388051 ISBN-13(EAN): 9783642388057
Издательство: Springer
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Цена: 13974.00 р.
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Описание: The aim of the workshop was to bring together researchers from two fields of probability theory: random matrix theory and the theory of iterated random functions.

Combinatorial Matrix Theory and Generalized Inverses of Matrices

Автор: Ravindra B. Bapat; Steve J. Kirkland; K. Manjunath
Название: Combinatorial Matrix Theory and Generalized Inverses of Matrices
ISBN: 813221725X ISBN-13(EAN): 9788132217251
Издательство: Springer
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Цена: 13275.00 р.
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Описание: This book examines two important contemporary areas in linear algebra, namely combinatorial matrix theory and generalized inverses. It covers a wide range of topics of interest such as graph theory, linear algebra, numerical methods and statistical inference.


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