Cantitate/Preț
Produs

Theory of Ridge Regression Estimation with Applications

Autor AKE Saleh
en Limba Engleză Hardback – 26 mar 2019

Theory of Ridge Regression Estimation with Applications

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 presented
  • Contains solutions and alternate methods for prediction accuracy and selecting model procedures
  • Presents the first book to focus on ridge regression and unifies past research with current methodology

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.

Citește tot Restrânge

Preț: 54496 lei

Preț vechi: 82081 lei
-34%

Puncte Express: 817

Preț estimativ în valută:
10441 11309$ 8954£

Carte indisponibilă temporar

Doresc să fiu notificat când acest titlu va fi disponibil:

Preluare comenzi: 021 569.72.76

Specificații

ISBN-13: 9781118644614
ISBN-10: 1118644611
Pagini: 384
Dimensiuni: 163 x 238 x 23 mm
Greutate: 0.68 kg
Editura: Wiley
Locul publicării:Hoboken, United States

Public țintă

As a graduate–level textbook or supplement for a year–long course in regression and analysis of variance or a one–term course in regression and linear models; as a resource for statistical practitioners and academics who need solid methodology within mathematical and/or quantitative statistics; and academic and corporate libraries.

Notă biografică

A. K. Md. EHSANES SALEH, PhD, is a Professor Emeritus and Distinguished Research Professor in the school of Mathematics and Statistics, Carleton University, Ottawa, Canada.

MOHAMMAD ARASHI, PhD, is an Associate Professor at Shahrood University of Technology, Iran and Extraordinary Professor and C2 rated researcher at University of Pretoria, Pretoria, South Africa.

B. M. GOLAM KIBRIA, PhD, is a Professor in the Department of Mathematics and Statistics at Florida International University, Miami, FL.