Theory of Ridge Regression Estimation with Applications Mohammad Arashi

Theory of Ridge Regression Estimation with Applications скачать fb2

Фрагмент книги

0 скачали
0 прочитали
0 впечатлений






Mohammad Arashi - Theory of Ridge Regression Estimation with Applications краткое содержание

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 Uses 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.

Читать книгу онлайн Theory of Ridge Regression Estimation with Applications - автор Mohammad Arashi или скачать бесплатно и без регистрации в формате fb2. Роман написан в году, в жанре . Читаемые, полные версии книг, без сокращений, на сайте - библиотека бесплатных книг Knigism.online. Вы можете скачать издание полностью и открыть в любой читалке, на свой телефон или айфон, а также читать произведение без интернета.




Доступен ознакомительный фрагмент

Чтобы оставить свою оценку и/или комментарий, Вам нужно войти под своей учетной записью или зарегистрироваться

Другие книги жанраМатематика
Гильберт. Основания математики
Гильберт. Основания математики
Фон Нейман. Теория игр
Фон Нейман. Теория игр
Игра случая. Математика и мифология совпадения
Игра случая. Математика и мифология...
Математика для мам и пап: Домашка без мучений
Математика для мам и пап: Домашка б...