Linear Models And Regression With R An Integrated Approach
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Linear Models And Regression With R: An Integrated Approach
Starting with the basic linear model where the design and covariance matrices are of full rank, this book demonstrates how the same statistical ideas can be used to explore the more general linear model with rank-deficient design and/or covariance matrices. The unified treatment presented here provides a clearer understanding of the general linear model from a statistical perspective, thus avoiding the complex matrix-algebraic arguments that are often used in the rank-deficient case. Elegant geometric arguments are used as needed.The book has a very broad coverage, from illustrative practical examples in Regression and Analysis of Variance alongside their implementation using R, to providing comprehensive theory of the general linear model with 181 worked-out examples, 227 exercises with solutions, 152 exercises without solutions (so that they may be used as assignments in a course), and 320 up-to-date references.This completely updated and new edition of Linear Models: An Integrated Approach includes the following features:
Linear Models
Linear Models: An Integrated Approach aims to provide a clearand deep understanding of the general linear model using simplestatistical ideas. Elegant geometric arguments are also invoked asneeded and a review of vector spaces and matrices is provided to makethe treatment self-contained.
Data Science with R: An Integrated Approach to Programming and Analytics
Author: Prof.Lavanya.V
language: en
Publisher: Leilani Katie Publication
Release Date: 2025-05-07
Prof.Lavanya.V, Assistant Professor, Department of Computer Applications, CMR University, Bengaluru, Karnataka, India. Prof.N.Bhavyadevi Vishalakshi, Assistant Professor, Department of Computer Science and Engineering, CMR University, Bengaluru, Karnataka, India. Dr.T.Priya, Assistant Professor, Department of Computer Applications, East Point College of Higher Education, Bengaluru, Karnataka, India. Dr.S.Moses Praveen Mukharjee, Professor, Department of Computer Applications, East Point College of Higher Education, Bengaluru, Karnataka, India.