Visualizing Linear Models
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Beschreibung
This book provides a visual and intuitive coverage of the core theory of linear models. Designed to develop fluency with the underlying mathematics and to build a deep understanding of the principles, it's an excellent basis for a one-semester course on statistical theory and linear modeling for intermediate undergraduates or graduate students.
Three chapters gradually develop the essentials of linear model theory. They are each preceded by a review chapter that covers a foundational prerequisite topic. This classroom-tested work explores two distinct and complementary types of visualization: the “observations picture” and the “variables picture.” To improve retention of material, this book is supplemented by a bank of ready-made practice exercises for students. These are available for digital or print use.
This book provides a visual and intuitive coverage of the core theory of linear models. Designed to develop fluency with the underlying mathematics and to build a deep understanding of the principles, it's an excellent basis for a one-semester course on statistical theory and linear modeling for intermediate undergraduates or graduate students.
Three chapters gradually develop the essentials of linear model theory. They are each preceded by a review chapter that covers a foundational prerequisite topic. This classroom-tested work explores two distinct and complementary types of visualization: the “observations picture” and the “variables picture.” To improve retention of material, this book is supplemented by a bank of ready-made practice exercises for students. These are available for digital or print use.
Features ready-made exercises using a flash card app, available for print or digital use, to improve retention of material Offers a targeted review of relevant, key background topics Presents the fundamentals of visualizing linear models in a compact volume, ideal for a one-semester course Includes supplementary material: sn.pub/extras
Autor*in
W. D. Brinda
Themen in »Visualizing Linear Models«
linear model linear algebra linear regression random vectors statistical theory least-squares fitting
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“The author emphasizes didactic aspects in the presentation of the material, especially by utilizing colors and graphs at many places.” (Thorsten Dickhaus, zbMATH 1468.62001, 2021)
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