2003 StatisticalModels

(Davison, 2003) ⇒ Anthony C. Davison. (2003). “Statistical Models.” In: Cambridge University Press. ISBN:0521773393

Subject Headings: Textbook, Statistical Model, Statistical Modeling.

Notes

Website: http://statwww.epfl.ch/people/~davison/SM
First and second chapter: http://statwww.epfl.ch/davison/SM/SMsample.pdf
Table of Contents
- 1. Introduction
- 2. Variation
- 3. Uncertainty
- 4. Likelihood
- 5. Models
- 6. Stochastic Models
- 7. Estimation and Hypothesis Testing
- 8. Linear Regression Models
- 9. Designed Experiments
- 10. Nonlinear Regression Models
- 11. Bayesian Models
- 12. Conditional and Marginal Inference
Key words and phrases: Confidence Interval, Random Variable, Maximum Likelihood Estimate, Sufficient Statistic, Poisson Process, Linear Model, Moment-Generating Function, Design Matrix, Order Statistics, Bayes Factor, Hazard Function, Marginal Likelihood, Markov Chain, Standard Error, Log-Linear Model, Likelihood Ratio, Laplace Approximation, Quantile, Weighted Least Squares, Analysis of Variance, Nonlinear Regression Model, Bayesian Model, Conditional Inference, Marginal Inference, Stochastic Model, Estimation, Hypothesis Testing, Linear Regression Model.

Cited By

Quotes

Book overview

Models and likelihood are the backbone of modern statistics and data analysis. The coverage is unrivalled, with sections on survival analysis, missing data, Markov chains, Markov random fields, point processes, graphical models, simulation and Markov chain Monte Carlo, estimating functions, asymptotic approximations, local likelihood and spline regressions as well as on more standard topics. Anthony Davison blends theory and practice to provide an integrated text for advanced undergraduate and graduate students, researchers and practicioners. Its comprehensive coverage makes this the standard text and reference in the subject.

References

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	Author	volume	Date Value	title	type	journal	titleUrl	doi	note	year
2003 StatisticalModels	Anthony C. Davison			Statistical Models		Cambridge University Press	http://books.google.com/books?id=gQyIGGAiN4AC			2003