Linear Models in Matrix Form

A Hands-On Approach for the Behavioral Sciences

Szerző: Jonathon D. Brown

Nyelv:

Kötés: Puha kötésű

Kiadó: Springer International Publishing AG

Elérhetőség: Beszállítói készleten

Küldés 8-11 napon belül

26 473 Ft

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

Információk a könyvről

Szerző

Jonathon D. Brown

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2016

oldal

536

EAN

9783319345697

ISBN

3319345699

Enbook ID

15193228

Kiadó

Springer International Publishing AG

Súly

9319

Méretek

155 x 235 x 19

Teljes leírás

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. Each data set (1) contains a limited number of observations to encourage readers to do the calculations themselves, and (2) 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.

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták

Leggyakrabban keresett

Categories

Authors

Publishers

Termékek

Termékek

Leggyakrabban keresett

Categories

Authors

Publishers

Termékek

Termékek

Linear Models in Matrix Form

A Hands-On Approach for the Behavioral Sciences

Információk a könyvről

Teljes leírás

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták