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Linear Models in Matrix Form: A Hands-On Approach for the Behavioral Sciences

Linear Models in Matrix Form: A Hands-On Approach for the Behavioral Sciences

Hardcover

General PsychologyGeneral SociologyProbability & Statistics

ISBN10: 3319117335
ISBN13: 9783319117331
Publisher: Springer Nature
Published: Feb 6 2015
Pages: 536
Weight: 2.10
Height: 1.19 Width: 6.14 Depth: 9.21
Language: English

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.

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General Sociology