{"product_id":"theory-of-ridge-regression-estimators-with-applications-9781118644614","title":"Theory of Ridge Regression Estimators with Applications","description":"\u003cp\u003e • Author(s): A. K. MD Ehsanes Saleh\u003cbr\u003e • Publisher: Wiley\u003cbr\u003e • Publisher Imprint: Wiley\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - Regression Analysis\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eA guide to the systematic analytical results for ridge, LASSO, preliminary test, and Stein-type estimators with applications\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003ci\u003eTheory of Ridge Regression Estimation with Applications\u003c\/i\u003e 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.\u003c\/p\u003e \u003cp\u003eDesigned 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.\u2028The 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:\u003c\/p\u003e  *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 *Uses R throughout the text and includes a companion website containing convenient data sets  \u003cp\u003eWritten for graduate students, practitioners, and researchers in various fields of science, \u003ci\u003eTheory of Ridge Regression Estimation with Applications\u003c\/i\u003e is an authoritative guide to the theory and methodology of statistical estimation.\u003c\/p\u003e","brand":"Wiley","offers":[{"title":"Hardcover","offer_id":45201842864279,"sku":"9781118644614","price":8662.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781118644614.webp?v=1769208078","url":"https:\/\/atlanticbooks.com\/products\/theory-of-ridge-regression-estimators-with-applications-9781118644614","provider":"Atlantic Books","version":"1.0","type":"link"}