Can I read Linear Models : an Integrated Approach on EtoBox?

Linear Models : an Integrated Approach by Sreenivasa Rao Jammalamadaka, Debasis Sengupta is a nonfiction available to read on EtoBox.

What is Linear Models : an Integrated Approach about?

Linear Models: An Integrated Approach aims to provide a clear and deep understanding of the general linear model using simple statistical ideas. Elegant geometric arguments are also invoked as needed and a review of vector spaces and matrices is provided to make the treatment self-contained. Complex, matrix-algebraic methods, such as those used in the rank-deficient case, are replaced by statistical proofs that are more transparent and that show the parallels with the simple linear model.This book has the following special features: use of simple statistical ideas such as linear zero functions and covariance adjustment to explain the fundamental as well as advanced concepts; emphasis on the statistical interpretation of complex algebraic results; a thorough treatment of the singular linear model, including the case of multivariate response; a unified discussion on models with a partially unknown dispersion matrix, including mixed-effects/variance-components models and models for spatial and time series data; insight into updates on the linear model and their connection with diagnostics, design, variable selection, the Kalman filter, etc.; an extensive discussion on the foundations

Who reads Linear Models : an Integrated Approach?

Author

Sreenivasa Rao Jammalamadaka, Debasis Sengupta

Publisher

World Scientific Pub Co Inc

Published

2003

Language

EN

ISBN

9789812564900

Category

nonfiction

Subjects

Mathematics, Stem