Improving the Efficiency of Markov Chain Monte Carlo for Analyzing the Orbits of Extrasolar Planets (Ford, preprint)
Linear and Bayesian Planet Detection Algorithms for the Terrestrial Planet Finder (Kasdin, Braems)
On the Size Distribution of Close-In Extrasolar Giant Planets (Gaudi)
On the Period Distribution of Close-In Extrasolar Giant Planets (Gaudi, Seager, Mallen-Ornelas)
On the Relation Between Hot Jupiters and the Roche Limit (Ford, Rasio)
Nested Sampling for General Bayesian Computation (Skilling), and accompanying program site: BayeSys3 program (Skilling, MacKay)
Sequential importance sampling for nonparametric Bayes models: The next generation (MacEachern, Steven N. and Clyde, Merlise and Liu, Jun S. The Canadian Journal of Statistics 27 (1999): 251--267)
Attaining Doppler Precision of 3 m/s (Butler, R. P. et al. Pub. Astron. Soc. of the Pacific, v. 108, 500-509, 1996)
Some papers on adaptive importance sampling, suggested by Merlise:
Papers on adaptive design:
"Computing Bayes Factors Using Thermodynamic Integration" (Lartillot and Philippe)
"Bayesian Posterior Distributions Over Sets of Possible Models With Inferences Computed by Monte Carlo Integration" (L. Stewart and W. W. Davis, Scanned from The Statistician, 1986, v. 35 pp. 175-182.)
Model Uncertainty (Clyde and George)
On Bayesian Model and Variable Selection Using MCMC (Dellaportas, Forster, and Ntzoufras)
"Easy Estimation of Normalizing Constants and Bayes Factors from Posterior Simulation: Stabilizing the Harmonic Mean Estimator" (Satagopan, Newton and Raftery)