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Theory of Ridge Regression Estimation with Applications


Disponibilitate: LIVRARE IN 2-4 SAPTAMANI (produsul este livrat din Marea Britanie)

SKU:
9781118644614

594,99 RON
Okian.ro este o LIBRARIE online de carte in limba engleza.
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.

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Autor Saleh, A. K. Md. Ehsanes / Arashi, Mohammad / Kibria, B. M. Golam
Editura John Wiley & Sons Inc
Dimensiuni 159 x 236 x 19
Data Publicarii 25/01/2019
Format Cartonata
Numar pagini 384
Descriere RO Un ghid pentru rezultatele analitice sistematice pentru ridicarea, LASSO, testul preliminar si estimatorii de tip Stein cu aplicatii Teoria estimarii regresiei crestei cu aplicatii ofera un ghid cuprinzator pentru teoria si metodele de estimare. Regresia Ridge si LASSO sunt in centrul tuturor estimatorilor de penalizare intr-o serie de modele standard care sunt utilizate in multe analize statistice aplicate.
Aceasta este o carte in limba engleza. Descrierea cartii (tradusa din engleza cu Google Translate) este in limba romana din motive legale.
Un ghid pentru rezultatele analitice sistematice pentru ridicarea, LASSO, testul preliminar si estimatorii de tip Stein cu aplicatii Teoria estimarii regresiei crestei cu aplicatii ofera un ghid cuprinzator pentru teoria si metodele de estimare. Regresia Ridge si LASSO sunt in centrul tuturor estimatorilor de penalizare intr-o serie de modele standard care sunt utilizate in multe analize statistice aplicate.
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