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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| Format: | eBook |
| Language: | English |
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Cham
Springer International Publishing
2018, 2018
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| Edition: | 1st ed. 2018 |
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| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
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.