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

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...

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Bibliographic Details
Main Author: Brown, Jonathon D. (Author)
Format: Electronic eBook
Language:English
Published: Cham : Springer International Publishing, 2018.
Edition:1st ed. 2018.
Subjects:
Statistics .
Psychometrics.
Psychology.
ISBN:9783319935492
Online Access: Get full text
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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. .

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