Theory of Ridge Regression Estimation with Applications

Lingua: inglese

Editore: John Wiley and Sons Inc, US, 2019

1118644611 / 9781118644614

Serie: Libro 1 di 358 - Wiley Series in Probability and Statistics

Da: Rarewaves.com USA, London, London, Regno UnitoRarewaves.com USA

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A guide to the systematic analytical results for ridge, LASSO, preliminary test, and Stein-type estimators with applications Theory of Ridge Regression Estimation with Applications offers a comprehensive guide to the theory and methods of estimation. Ridge regression and LASSO are at the center of all penalty estimators in a range of standard models that are used in many applied statistical analyses. Written by noted experts in the field, the book contains a thorough introduction to penalty and shrinkage estimation and explores the role that ridge, LASSO, and logistic regression play in the computer intensive area of neural network and big data analysis. Designed to be accessible, the book presents detailed coverage of the basic terminology related to various models such as the location and simple linear models, normal and rank theory-based ridge, LASSO, preliminary test and Stein-type estimators.?The authors also include problem sets to enhance learning. This book is a volume in the Wiley Series in Probability and Statistics series that provides essential and invaluable reading for all statisticians. This important resource: Offers theoretical coverage and computer-intensive applications of the procedures presentedContains solutions and alternate methods for prediction accuracy and selecting model proceduresPresents the first book to focus on ridge regression and unifies past research with current methodologyUses R throughout the text and includes a companion website containing convenient data sets Written for graduate students, practitioners, and researchers in various fields of science, Theory of Ridge Regression Estimation with Applications is an authoritative guide to the theory and methodology of statistical estimation.…

Codice articolo LU-9781118644614

Titolo
Theory of Ridge Regression Estimation with Applications
Autore
Mohammad Arashi, A. K. Md. Ehsanes Saleh, B. M. Golam Kibria
Editore
John Wiley and Sons Inc, US
Anno di pubblicazione
2019
Condizione
New
Rilegatura
Hardback
Lingua
inglese
ISBN 10
1118644611
ISBN 13
9781118644614
Peso dell'articolo
742 grammi
Serie
Libro 1 di 358: Wiley Series in Probability and Statistics

Rarewaves.com USA

London, London, Regno Unito

Venditore con 5 stelle

Venditore AbeBooks dal 11 giugno 2025

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