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Statistics 220 - Books
General Bayes
- Gelman A, Carlin JB, Stern HS, and Rubin DB (2004). Bayesian Data
Analysis, 2nd Edition. CRC Press. Book web site
from Gelman's web site. (Course Text)
- Berger JO (1985). Statistical Decision Theory and Bayesian Analysis, 2nd edition. Springer-Verlag.
- Lee PM (1989). Bayesian Statistics: An Introduction. Oxford.
Computing
- Gray R (2003). Bio 248: Advanced Statistical Computing -
Course Notes. These are the lecture notes
for a course offerred by Robert Gray in the Harvard School of Public
Health.
- Gilks WR, Richardson S, and Spiegelhalter DJ (1996). Markov Chain
Monte Carlo in Practice. CRC Press.
- Lange K (1999). Numerical Analysis for Statisticians.
Springer-Verlag, New York.
- Liu J (2001). Monte Carlo Strategies in Scientific Computing.
Springer-Verlag, New York.
- Ripley BD (1987). Stochastic Simulation. Wiley.
Errata
(in postscript format) from Ripley's web site.
- Robert CP and Casella G (1999). Monte Carlo Statistical Methods.
Springer-Verlag.
- Tanner M (1996). Tools for Statistical Inference: Methods for the
Exploration of Posterior Distributions and Likelihood Functions, 3rd
Edition. Springer-Verlag, New York.
- Thisted RA (1988). Elements of Statistical Computing: Numerical
Computation. CRC Press. Errata from Thisted's home page.
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