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Linear Models with R, Second Edition (Chapman & Hall/CRC Texts in Statistical

Description: A Hands-On Way to Learning Data Analysis Part of the core of statistics, linear models are used to make predictions and explain the relationship between the response and the predictors. Understanding linear models is crucial to a broader competence in the practice of statistics. Linear Models with R, Second Edition explains how to use linear models in physical science, engineering, social science, and business applications. The book incorporates several improvements that reflect how the world of R has greatly expanded since the publication of the first edition. New to the Second Edition Reorganized material on interpreting linear models, which distinguishes the main applications of prediction and explanation and introduces elementary notions of causality Additional topics, including QR decomposition, splines, additive models, Lasso, multiple imputation, and false discovery ratesExtensive use of the ggplot2 graphics package in addition to base graphics Like its widely praised, best-selling predecessor, this edition combines statistics and R to seamlessly give a coherent exposition of the practice of linear modeling. The text offers up-to-date insight on essential data analysis topics, from estimation, inference, and prediction to missing data, factorial models, and block designs. Numerous examples illustrate how to apply the different methods using R.

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Linear Models with R, Second Edition (Chapman & Hall/CRC Texts in StatisticalLinear Models with R, Second Edition (Chapman & Hall/CRC Texts in Statistical

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EAN: 9781439887332

UPC: 9781439887332

ISBN: 9781439887332

MPN: N/A

Item Length: 24.4 cm

Number of Pages: 286 Pages

Publication Name: Linear Models with R

Language: English

Publisher: Taylor & Francis LTD

Item Height: 234 mm

Subject: Mathematics

Publication Year: 2014

Type: Textbook

Item Weight: 544 g

Author: Julian J. Faraway

Item Width: 156 mm

Series: Chapman & Hall/Crc Texts in Statistical Science

Format: Hardcover

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