Visualizing Linear Models （2021. xvi, 167 S. XVI, 167 p. 43 illus., 23 illus. in color. 235 mm）

Brinda, W. D.

SPRINGER, BERLIN; SPRINGER（2021発売）

SPRINGER, BERLIN; SPRINGER（2021発売）

• 製本 Hardcover:ハードカバー版
• 言語 ENG
• 商品コード 9783030641665

Full Description

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.

Contents

Preface.- Review: Linear Algebra.- Least-Squares Regression.- Review: Random Vectors.- The Linear Model.- Review: Normality.- Normal Errors.