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PUBLICATIONS IN REFEREED JOURNALS
- van Dyk, D. A. and Kang, H. (2008). Marginal MCMC Methods. Statistica Sinica, under revision.
(Preprint Available upon Request.).
- Park, T. and van Dyk, D. A. (2008). Partially Collapsed Gibbs Samplers:
Illustrations and Applications. Journal of Computational and Graphical Statistics, submitted.
(Preprint Available upon Request.).
- van Dyk, D. A. and Meng, X. L. (2008). Cross-Fertilizing Strategies for Better EM Mountain
Climbing and DA Field Exploration: A Graphical Guide Book. Statistical Science, submitted.
(Download pdf.).
- van Dyk, D. A., DeGennaro, S., Stein, N., Jefferys, W. H., and von Hipple, T. (2009).
Statistical Analysis of Stellar Evolution. The Annals of Applied Statistics, to appear.
(Download pdf.).
- DeGennaro, S., von Hipple, T., Jefferys, W. H., Stein, N., van Dyk, D. A., and Jeffery, E. (2008).
Inverting Color-Magnitude Diagrams to Access Precise Star Cluster Parameters: A New White
Dwarf Age for the Hyades. The Astrophysical Journal, revised.
(Preprint Available upon Request.).
- Park, T., van Dyk, D. A., and Siemiginowska, A. (2008). Searching for Narrow Emission Lines
in X-ray Spectra: Computation and Methods The Astrophysical Journal, 688, 807-825.
(Download pdf.).
- van Dyk, D. A. and Park, T. (2008). Partially Collapsed Gibbs Samplers: Theory and Methods.
Journal of the American Statistical Association, 103 , 790-796.
(Download pdf.).
- Gelman, A., van Dyk, D. A., Huang, Z., and Boscardin, W. J. (2008).
Using redundant parameterizations to fit hierarchical models.
The Journal of Computational and Graphical Statistics, 17, 95-122.
(Download pdf.).
- Park, T., Kashyap, V. L., Siemiginowska, A., van Dyk,
D. A., Zezas, A. Heinke, C. and Wargelin, B. J. (2006).
Hardness Ratios with Poisson Errors: Modeling and
Computations. The Astrophysical Journal, 652, 610-628.
(Download pdf.).
- van Dyk, D. A., Connors, A., Esch, D. N., Freeman, P., Kang, H.,
Karovska, M., and Kashyap, V. (2006). Deconvolution in High Energy
Astrophysics: Science, Instrumentation, and Methods (with discussion).
Bayesian Analysis, 1, 189-236.
(Download pdf.).
- Imai, K. and van Dyk, D. A. (2005).
MNP: R Package for Fitting the Multinomial Probit Models.
Journal of Statistical Software, 14, Issue 5.
(Download pdf.).
- Imai, K. and van Dyk, D. A. (2005). A Bayesian Analysis of the
Multinomial Probit Model Using Marginal Augmentation.
Journal of Econometrics, 124, 311-334.
(Download pdf.).
- Imai, K. and van Dyk, D. A. (2004). Causal Inference with
General Treatments Regimes: Generalizing the Propensity
Score. Revised for the Journal of the American Statistical Association, 99, 854-866.
(Download pdf.).
- van Dyk, D. A. and Kang, H. (2004). Highly Structured Hierarchical
Models for Spectral Analysis in High Energy Astrophysics. Invited
paper for special astro-statistics issue of Statistical
Science , 19, 275-293.
(Download pdf.).
- Esch, D. N., Connors, A., Karovska, M., and van Dyk, D. A. (2004).
An Image Reconstruction Technique with Error Estimates. The Astrophysical Journal, 610, 1213-1227.
(Download pdf.).
- Javaras, K. N. and van Dyk, D. A. (2003). Multiple Imputation for
Incomplete Data with Semicontinuous Variables.
Journal of the American Statistical Association, 98, 703-715.
(Download pdf.).
- van Dyk, D. A. and Tang, R. (2003). The One-Step-Late PXEM Algorithm.
Statistics and Computing, 13, 137-152.
(Download pdf.).
- Protassov, R., van Dyk, D. A., Connors, A., Kashyap, V. L. and
Siemiginowska, A. (2002).
Statistics: Handle with Care,
Detecting Multiple Model Components with the Likelihood Ratio
Test. The Astrophysical Journal, 571, 545-559.
(Download pdf.).
- van Dyk, D. A., Connors, A., Kashyap, V. L., Siemiginowska,
A. (2001).
Analysis of Energy Spectra with Low Photon Counts
via Bayesian Posterior Simulation. The Astrophysical Journal , 548, 224-243.
(Download pdf.).
- van Dyk, D. A. and Meng, X. L. (2001). The art of data augmentation
(with discussion).
Journal of Computational and Graphical Statistics,
10, 1-111,
(Download pdf.).
- Foully, J. L., van Dyk, D. A. (2000). The PX-EM algorithm for fast
stable fitting of Henderson's mixed model.
Genetics, Selection Evolution 32, 143-163.
(Download pdf.).
- van Dyk, D. A. (2000). The nested EM algorithm. Statistica Sinica, 10,, 203-225 .
(Download pdf.).
- van Dyk, D. A. (2000). Fitting mixed-effects models using efficient
EM-type algorithms. The Journal of Computational and Graphical Statistics, 9, 78-98.
(Download pdf.).
- Meng, X. L., van Dyk, D. A. (1999). Seeking efficient data
augmentation schemes via conditional and marginal augmentation.
Biometrika, 86 , 301-320,
(Download pdf.).
- Meng, X. L., van Dyk, D. A. (1998). Fast EM implementations for
mixed-effects models. J. R. Statist. Soc., Ser. B.,
60, 559-578,
(Download pdf.).
- Meng, X. L., van Dyk, D. A. (1997). The EM algorithm -- an old folk
song sung to a fast new tune. Reading paper in
J. R. Statist. Soc., Ser. B, 59, 511-567,
(Download pdf.).
- van Dyk, D. A., Meng, X. L. (1997). Some findings on the
orderings and groupings
of conditional maximizations within ECM-type algorithms.
The Journal of Computational and Graphical Statistics,
6, 202-223,
(Download pdf.).
- van Dyk, D. A., Meng X. L., Rubin, D. B. (1995).
Maximum likelihood estimation via the ECM algorithm:
computing the asymptotic variance. Statistica Sinica 5, 55-75,
(Download pdf.).