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Visualizing Linear Models / / by W. D. Brinda



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Autore: Brinda W. D. Visualizza persona
Titolo: Visualizing Linear Models / / by W. D. Brinda Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2021
Edizione: 1st ed. 2021.
Descrizione fisica: 1 online resource (175 pages) : illustrations
Disciplina: 519.5
Soggetto topico: Regression analysis
Algebras, Linear
Statistics
Linear Models and Regression
Linear Algebra
Statistical Theory and Methods
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Preface -- Review: Linear Algebra -- Least-Squares Regression -- Review: Random Vectors -- The Linear Model -- Review: Normality -- Normal Errors.
Sommario/riassunto: 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.
Titolo autorizzato: Visualizing linear models  Visualizza cluster
ISBN: 9783030641672
3030641678
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910484467103321
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