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.
This 2003 book gives an integrated development of models and likelihood that blends theory and practice.
'This is an excellent textbook on modern statistics.' Zentralblatt MATH '... an almost encyclopaedic survey of modern parametric statistics. In my view this mammoth and scholarly undertaking invites comparison with Kendall's original Advanced Theory of Statistics, providing as it does a snapshot of the discipline at the present time. Anybody who is seriously involved in the theory or practice of statistics would be well advised to ensure that they have access to a copy.' International Statistical Institute 'The volume presents a comprehensive treatment of modern parametric statistical inference. The exposition is concise; instead of giving detailed (technical) proofs, the author prefers to sketch the underlying concepts and gives references, if necessary. I highly recommend this book to anyone who is seriously engaged in the statistical analysis of data or in teaching statistics.' Walter Schill, Univeristy of Bremen 'We know of no other one book like this one. We love owning this book. It gets placed on our shelf among our favourite reference books ... We actually learned a lot and deepened our understanding of many topics while reading Davison's explanations. ... if asked to summarize Statistical Models in a single word, 'complete' would serve as the only plausible answer.' Technometrics 'I like this book a lot. It is really a pleasure to read. The 700 pages offer a good initial synopsis of what is going on in modern statistics. The book is lively, full of data, and packed with ideas. The author has put a lot of energy, effort, care, and intellectual input into the book. I would definitely recommend this text, both to students and to colleagues.' The American Statistician 'A student who has absorbed the contents of this book will be well-prepared to face the statistical world and any instructor would be well-advised to consider using it as a text. The style is good too, so that parts of the book are within the reach of nature undergraduates.' Mathematical Gazette
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