# 2003 StatisticalModels

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- (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 |