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CRC Press Generalized Additive Models with R, 2nd Edition

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Description

Master the fundamentals of generalized additive models (GAMs) with this comprehensive second edition from CRC Press. Building on the success of the first edition, this text serves as a leading reference for those seeking an introductory approach to the topic. It is designed to be self-contained, providing the essential background in linear models, linear mixed models, and generalized linear models (GLMs) required to understand advanced statistical concepts. The book offers a balanced treatment of theory and applications, utilizing a framework of penalized regression splines. With a focus on practical examples and software implementation using R, this guide helps readers bridge the gap between statistical theory and real-world data analysis. It is an ideal resource for students and professionals in probability and statistics looking for a practical guide to GAMs and related models.

Key Features

This second edition of Generalized Additive Models provides a balanced treatment of both theory and practical applications.

The text is self-contained and includes necessary background information on linear models, linear mixed models, and GLMs.

Learn through a framework of penalized regression splines to understand the mechanics of generalized additive models.

This CRC Press publication includes a wealth of practical examples and software implementation for real-world use.

The book is designed to be introductory in nature, making it accessible for those studying probability and statistics.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
05 September 2016
Listed Since
07 December 2015

Barcode

No barcode data available

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