Linear Models in Matrix Form

Name: Linear Models in Matrix Form
Brand: Springer, Berlin
SKU: 9783319117331
Price: 414.34 PLN
Availability: InStock

A Hands-On Approach for the Behavioral Sciences

Autor: Jonathon D. Brown

Język:

Oprawa: Twarda

Wydawca: Springer, Berlin

Dostępność: Dostępna u dostawcy

Wysyłamy za 10-13 dni

414.34 zł

This textbook is an approachable introduction to statistical analysis using matrix algebra. Prior kn...

Informacje o książce

Autor

Jonathon D. Brown

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2015

strony

536

EAN

9783319117331

ISBN

3319117335

Enbook ID

05328256

Wydawca

Springer, Berlin

Waga

908

Wymiary

164 x 26 x 241

Pełny opis

This textbook is an approachable introduction to statistical analysis using matrix algebra. Prior knowledge of matrix algebra is not necessary. Advanced topics are easy to follow through analyses that were performed on an open-source spreadsheet using a few built-in functions. These topics include ordinary linear regression, as well as maximum likelihood estimation, matrix decompositions, nonparametric smoothers and penalized cubic splines. Data sets contain a purposefully limited number of observations so as not to overwhelm readers and encourage them to do the calculations themselves. Each data set that is included tells a coherent story based on statistical significance and confidence intervals. In this way, students will learn how the numbers were generated and how they can be used to make cogent arguments about everyday matters. This textbook is designed for use in upper level undergraduate courses or first year graduate courses.§§The first chapter introduces students to linear equations, then covers matrix algebra, focusing on three essential operations: sum of squares, the determinant, and the inverse. These operations are explained in everyday language, and their calculations are demonstrated using concrete examples. The remaining chapters build on these operations, progressing from simple linear regression to mediational models with bootstrapped standard errors.§§

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Linear Models in Matrix Form

A Hands-On Approach for the Behavioral Sciences

Informacje o książce

Pełny opis

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