New book: 'Data Analysis Using Regression and Multilevel/Hierarchical Models'

Anyone familiar with Andrew Gelman's excellent blog, Statistical Modeling, Causal Inference, and Social Science, would be keen to see his new book, aco-authored with Jennifer Hill. The book is titled Data Analysis Using Regression and Multilevel/Hierarchical Models, and has just been published by Cambridge University Press.

Judging by its table of contents it covers plenty of ground, including several that have been neglected by other authors:

1. Why?; 2. Concepts and methods from basic probability and statistics;

Part IA. Single-level Regression: 3. Linear regression: the basics; 4. Linear regression: before and after fitting the model; 5. Logistic regression; 6. Generalized linear models;

Part IB. Working with Regression Inferences: 7. Simulation of probability models and statistical inferences; 8. Simulation for checking statistical procedures and model fits; 9. Causal inference using regression on the treatment variable; 10. Causal inference using more advanced models;

Part IIA. Multilevel Regression: 11. Multilevel structures; 12. Multilevel linear models: the basics; 13. Multilevel linear models: varying slopes, non-nested models and other complexities; 14. Multilevel logistic regression; 15. Multilevel generalized linear models;

Part IIB. Fitting Multilevel Models: 16. Multilevel modeling in bugs and R: the basics; 17. Fitting multilevel linear and generalized linear models in bugs and R; 18. Likelihood and Bayesian inference and computation; 19. Debugging and speeding convergence;

Part III. From Data Collection to Model Understanding to Model Checking: 20. Sample size and power calculations; 21. Understanding and summarizing the fitted models; 22. Analysis of variance; 23. Causal inference using multilevel models; 24. Model checking and comparison; 25. Missing data imputation;

Appendixes: A. Six quick tips to improve your regression modeling; B. Statistical graphics for research and presentation; C. Software; References.

Caveat: I've ordered it but have not yet seen a copy. Comments welcome from those who have.

Comments

[travesti sex]

This article is very beautiful, I really get very beyendım text files manually to your health as you travesti very beautiful and I wish you continued success with all respect ..

Thanks for helpful information travesti siteleri you catch up us with your sagol instructional çok explanation.
en iyi travestiler en guzel travesti

travesti
istanbul travestileri
ankara travestileri
izmir travestileri
travestiler
trv
travesti siteleri
travesti video
travesti sex
travesti porno
travesti
travesti
travestiler
travesti
travestiler
sohbet
chat
organik
güncel blog

[ersince]

Thanks for sharing. To explain and understand a subject very smooth brain certainly needed. The poets and poems here are a few words about the look.
maç izle
porn
sohbet
chat
hikayeler
Thanks you

[cheap air jordans]

Thanks for helpful information travesti siteleri you catch up us with your sagol instructional çok explanation.
en iyi travestiler en guzel travesti

[erotic shop]

Thanks for sharing. To explain and understand a subject very smooth brain certainly needed. The poets and poems here are a few words about the look

porno izle
adult izle
türk porno
liseli porno
porn izle

[Maria]

Çilek sex shop Mağzamızda En Kaliteli sex ürünleri, sex oyuncakları şişme bebek ve erotic shop erotik giyim Ürünlerini Bulabileceğiniz Gibi Ayrıca, penis büyütücü, geciktirici, Bayan Uyarıcı, Ürünlerde Temin Edebilirsiniz. 1994 ten Bu Yana En Kaliteli Orjinal Erotik Ürünlerini Sağlamakta Olan Çilek Erotik Shop ta Tüm Cinsel Ürünleri Bulabilirsiniz

[Soccer Shoes]

I have wanted to write something like this on my blog and you gave me an idea. Thank you.