Advanced Statistics for the Behavioral Sciences A Computational Approach with R /

• Main Author: Brown, Jonathon D. (Author, http://id.loc.gov/vocabulary/relators/aut)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Edition: 1st ed. 2018.
• Subjects: Statistics .; Psychometrics.; Psychology.; Statistics for Social Sciences, Humanities, Law.; Statistical Theory and Methods.; General Psychology.

This book demonstrates the importance of computer-generated statistical analyses in behavioral science research, particularly those using the R software environment. Statistical methods are being increasingly developed and refined by computer scientists, with expertise in writing efficient and elega...

Table of Contents:

• Linear Equations
• Least Squares Estimation
• Linear Regression
• Eigen Decomposition
• Singular Value Decomposition
• Generalized Least Squares Estimation
• Robust Regression
• Model Selection and Biased Estimation
• Cubic Splines and Additive Models
• Nonlinear Regression and Optimization
• Generalized Linear Models
• Survival Analysis
• Time Series Analysis
• Mixed Effects Models. .