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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: Book
Language:English
Published: Cham, Switzerland : Springer, [2018]
Subjects:
Mathematical statistics.
R (Computer program language)
Social sciences > Statistical methods.
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.