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Rank-Based Methods for Shrinkage and Selection, Saleh A. K. MD Ehsanes


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Автор: Saleh A. K. MD Ehsanes
Название:  Rank-Based Methods for Shrinkage and Selection
ISBN: 9781119625391
Издательство: Wiley
Классификация:
ISBN-10: 1119625394
Обложка/Формат: Hardcover
Страницы: 480
Вес: 0.81 кг.
Дата издания: 12.04.2022
Язык: English
Размер: 22.86 x 15.24 x 2.69 cm
Читательская аудитория: Professional & vocational
Подзаголовок: With application to machine learning
Ссылка на Издательство: Link
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Поставляется из: Англии
Описание: Rank-Based Methods for Shrinkage and Selection

A practical and hands-on guide to the theory and methodology of statistical estimation based on rank

Robust statistics is an important field in contemporary mathematics and applied statistical methods. Rank-Based Methods for Shrinkage and Selection: With Application to Machine Learning describes techniques to produce higher quality data analysis in shrinkage and subset selection to obtain parsimonious models with outlier-free prediction. This book is intended for statisticians, economists, biostatisticians, data scientists and graduate students.

Rank-Based Methods for Shrinkage and Selection elaborates on rank-based theory and application in machine learning to robustify the least squares methodology. It also includes:

  • Development of rank theory and application of shrinkage and selection
  • Methodology for robust data science using penalized rank estimators
  • Theory and methods of penalized rank dispersion for ridge, LASSO and Enet
  • Topics include Liu regression, high-dimension, and AR(p)
  • Novel rank-based logistic regression and neural networks
  • Problem sets include R code to demonstrate its use in machine learning



Shrinkage Estimation

Автор: Dominique Fourdrinier; William E. Strawderman; Mar
Название: Shrinkage Estimation
ISBN: 303002184X ISBN-13(EAN): 9783030021849
Издательство: Springer
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Цена: 17074.00 р.
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Описание: This book provides a coherent framework for understanding shrinkage estimation in statistics. The term refers to modifying a classical estimator by moving it closer to a target which could be known a priori or arise from a model. The goal is to construct estimators with improved statistical properties. The book focuses primarily on point and loss estimation of the mean vector of multivariate normal and spherically symmetric distributions.

Chapter 1 reviews the statistical and decision theoretic terminology and results that will be used throughout the book.
Chapter 2 is concerned with estimating the mean vector of a multivariate normal distribution under quadratic loss from a frequentist perspective. In Chapter 3 the authors take a Bayesian view of shrinkage estimation in the normal setting. Chapter 4 introduces the general classes of spherically and elliptically symmetric distributions. Point and loss estimation for these broad classes are studied in subsequent chapters. In particular, Chapter 5 extends many of the results from Chapters 2 and 3 to spherically and elliptically symmetric distributions.
Chapter 6 considers the general linear model with spherically symmetric error distributions when a residual vector is available. Chapter 7 then considers the problem of estimating a location vector which is constrained to lie in a convex set. Much of the chapter is devoted to one of two types of constraint sets, balls and polyhedral cones. In Chapter 8 the authors focus on loss estimation and data-dependent evidence reports.
Appendices cover a number of technical topics including weakly differentiable functions; examples where Stein’s identity doesn’t hold; Stein’s lemma and Stokes’ theorem for smooth boundaries; harmonic, superharmonic and subharmonic functions; and modified Bessel functions.
Addressing Urban Shrinkage in Small and Medium Sized Towns: Shrink Smart and Re-grow Smaller

Автор: Hans Schlappa, Tatsuya Nishino
Название: Addressing Urban Shrinkage in Small and Medium Sized Towns: Shrink Smart and Re-grow Smaller
ISBN: 1800436971 ISBN-13(EAN): 9781800436978
Издательство: Emerald
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Цена: 9755.00 р.
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Описание:

In Europe and other developed countries, much of the population live in small and medium sized towns. For many such places the pursuit of growth is no longer a viable strategic option. As the ability of small towns to compete with larger cities for private investment and government support diminishes, the number trapped in a spiral of long-term decline grows.

Beginning with a brief overview of the global context, highlighting that urban shrinkage and decline is a widespread problem, Schlappa and Nishino illustrate how small towns can generate sustainable forward strategies in contrasting institutional contexts by fostering co-production, adjusting public facilities and right sizing the urban area.

The analytical tools and practical examples provided by Schlappa and Nishino are relevant for political and administrative decisionmakers, leaders of civil society and business organisations in developing locally appropriate, creative and robust strategies to shrink smart and re-grow smaller.

Penalty, Shrinkage and Pretest Strategies

Автор: S. Ejaz Ahmed
Название: Penalty, Shrinkage and Pretest Strategies
ISBN: 3319031481 ISBN-13(EAN): 9783319031484
Издательство: Springer
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Цена: 6097.00 р.
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Описание: The objective of this book is to compare the statistical properties of penalty and non-penalty estimation strategies for some popular models.

Creep and Shrinkage

Автор: Hubert R?sch; Dieter Jungwirth; Hubert K. Hilsdorf
Название: Creep and Shrinkage
ISBN: 1461254264 ISBN-13(EAN): 9781461254263
Издательство: Springer
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Цена: 13677.00 р.
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Описание: This book is based on Reinforced Concrete-Prestressed Concrete, Volume 2, Accounting for the Effects of Creep and Shrinkage on the Behavior of Structural Systems by Hubert Rusch and Dieter Jungwirth, which appeared in German in 1976.

Autogenous shrinkage of concrete

Название: Autogenous shrinkage of concrete
ISBN: 0367863901 ISBN-13(EAN): 9780367863906
Издательство: Taylor&Francis
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Цена: 11176.00 р.
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Описание: These proceedings derive from the work of the Technical Committee of the Japan Concrete Institute. Topics include test/prediction methods, the science of autogenous shrinkage, strain and stress, and consequent design concerns.

Urban Shrinkage, Industrial Renewal and Automotive Plants

Автор: Andreas Luescher; Sujata Shetty
Название: Urban Shrinkage, Industrial Renewal and Automotive Plants
ISBN: 3030033791 ISBN-13(EAN): 9783030033798
Издательство: Springer
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Цена: 6707.00 р.
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Описание:

This book focuses on the relationship between the auto industry and the built environment at multiple scales, a topic of particular interest now as the industry is going through a period of major transformation. Drawing from multiple perspectives, including architecture, urban design and urban planning, the authors examine the changing form of the auto factory itself, the changing geography of auto production, and the challenges faced by communities as the auto plants that once brought them prosperity, and often a sense of identity, leave town. They examine four places that are dealing in different ways, and with varying success, with the aftermath of a decommissioned auto plant in their midst. These are Janesville, Wisconsin, and Willow Run, Michigan, in the U.S., and Bochum, Germany, and Genk, Belgium, in Europe. Together these four cases provide some clues about what the future might look like for places that were once intimately connected with the manufacture of cars.
Bayesian Approaches to Shrinkage and Sparse Estimation

Автор: Dimitris Korobilis, Kenichi Shimizu
Название: Bayesian Approaches to Shrinkage and Sparse Estimation
ISBN: 1638280347 ISBN-13(EAN): 9781638280347
Издательство: Mare Nostrum (Eurospan)
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Цена: 13028.00 р.
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Описание: Introduces the reader to the world of Bayesian model determination by surveying modern shrinkage and variable selection algorithms and methodologies. Bayesian inference is a natural probabilistic framework for quantifying uncertainty and learning about model parameters.

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: 7317.00 р.
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Описание: This book provides a self-contained introduction to shrinkage estimation for matrix-variate normal distribution models.

Fundamental Research on Creep and Shrinkage of Concrete

Автор: F.H. Wittmann
Название: Fundamental Research on Creep and Shrinkage of Concrete
ISBN: 9024725496 ISBN-13(EAN): 9789024725496
Издательство: Springer
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Цена: 28497.00 р.
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Описание: Proceedings of the International Symposium on `Fundamental Research on Creep and Shrinkage of Concrete` at the Swiss Federal Institute of Technology, Lausanne, 14-17 September 1980


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