Exercise Book of Statistical Inference
This book was created with the goal of helping students transition from the theoretical and methodological concepts of statistical inference to their implementation on a computer. The first part of the book is primarily focused on exercises to be solved with pen and paper, so that students can apply...
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| Main Authors: | , , |
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| Autor Corporativo: | |
| Formato: | Electrónico eBook |
| Idioma: | inglés |
| Publicado: |
Cham :
Springer Nature Switzerland : Imprint: Springer,
2025.
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| Edición: | 1st ed. 2025. |
| Series: | La Matematica per il 3+2,
173 |
| Subjects: | |
| Acceso en liña: | https://doi.org/10.1007/978-3-031-86670-8 |
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Table of Contents:
- Part I: Statistical Inference
- 1 Fundamentals of Probability and Statistics
- 2 Sufficient, Minimal, and Complete Statistics
- 3 Point Estimators
- 4 Uniform Minimum Variance Unbiased Estimators (UMVUEs)
- 5 Likelihood Ratio Test
- 6 Uniformly Most Powerful Test
- 7 Confidence Intervals
- 8 Asymptotic Statistics
- Part II: Regression Models and Analysis of Variance
- 9 Linear Regression
- 10 Generalized Linear Models
- 11 ANOVA: Analysis of Variance
- 12 Summary Exercises
- Appendix A: Probability Distributions.