Free download and read ebooks online A Primer On Linear Models by John F. Monahan full book PDF ePUB Audiobook. Download a free ebooks and kindle audiobook A Primer On Linear Models with ISBN id STANFORD:36105124015129 full page with book summary. John F. Monahan book PDF ePUB of A Primer On Linear Models published by Chapman and Hall/CRC in 2008-03-31. A Primer on Linear Models released with category Mathematics with total 304 pages.
📖 A Primer On Linear Models by John F. Monahan read book online
A Primer on Linear Models presents a unified, thorough, and rigorous development of the theory behind the statistical methodology of regression and analysis of variance (ANOVA). It seamlessly incorporates these concepts using non-full-rank design matrices and emphasizes the exact, finite sample theory supporting common statistical methods. With coverage steadily progressing in complexity, the text first provides examples of the general linear model, including multiple regression models, one-way ANOVA, mixed-effects models, and time series models. It then introduces the basic algebra and geometry of the linear least squares problem, before delving into estimability and the Gauss–Markov model. After presenting the statistical tools of hypothesis tests and confidence intervals, the author analyzes mixed models, such as two-way mixed ANOVA, and the multivariate linear model. The appendices review linear algebra fundamentals and results as well as Lagrange multipliers. This book enables complete comprehension of the material by taking a general, unifying approach to the theory, fundamentals, and exact results of linear models.
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