Chuanhai Liu - Publications

  1. Chuanhai Liu, Scott Vander Wiel, Jiahai Yang (2003). A Nonstationary Traffic Train Model for Fine Scale Inference from Coarse Scale Counts, IEEE Journal on Selected Areas in Communications: Internet and WWW Measurement, Mapping, and Modeling, 21, 895-907.

  2. Liu, C. (2003). Alternating Subspace-Spanning Resampling to Accelerate Markov Chain Monte Carlo Simulation, Journal of the American Statistical Association, 98, 110-117.

  3. Liu, C. (2003). An Example of Algorithm Mining: Covariance Adjustment to Accelerate EM and Gibbs , to appear in Development of Modern Statistics and Related Topics --- In Celebration of Prof. Yiaoting Zhang's 70th Birthday, eds. Jian Huang and Heping Zhang.

  4. Liu, C. and Rubin, D. B. (2002). Model-based Analysis to Improve the Performance of Iterative Simulations ( the extended version with more tables and figures), Statistica Sinica 12, 751-767.

  5. Liu, C. and Sun, X. (2002). Maximum Likelihood Estimation From Incomplete Data: The EM-Type Algorithms (in Chinese), in Advanced Medical Statistics eds. J. Fang and Y. Lu, People's Medical Publishing House, Beijing, 695-705.

  6. Pinheiro, J. C., Liu, C., and Wu, Y. (2001). Efficient Algorithms for Robust Estimation in Linear Mixed-Effects Models Using the Multivariate t-Distribution, Journal of Computational and Graphical Statistics 10, 249-276.

  7. Liu, C. (2001). Bayesian Analysis of Multivariate Probit Models: Discussion on ``The Art of Data Augmentation'' by van Dyk and Meng, Journal of Computational and Graphical Statistics 10, 75-81.

  8. Hopke, P. K., Liu, C., and Rubin, D. B. (2001). Multiple Imputation for Multivariate Data with Missing and Below-Threshold Measurements: Time-Series Concentrations of Pollutants in the Arctic, Biometrics 57, 22-33.

  9. Liu, C. and Sun, D. X. (2000). Analysis of Interval-Censored Data From Fractionated Experiments Using Covariance Adjustment, Technometrics 42, 353-365.

  10. Liu, C. and Nonnenmacher, J. (2000). Broadcast Audience Estimation ( slides), Proceedings of IEEE Infocom2000, 952-960.

  11. Liu, C. (2000). Estimation of Discrete Distributions with a Class of Simplex Constraints, Journal of the American Statistical Association 69, 109-120.

  12. Clark, L., Cleveland, W. S., Denby, L., and Liu, C. (1999). Competitive Profiling Displays: Multivariate Graphs for Customer Satisfaction Survey Data, Marketing Research, Spring 1999, 25-33.

  13. Liu, C. (1999). Efficient ML Estimation of the Multivariate Normal Distribution From Incomplete Data, Journal of Multivariate Analysis 69, 206-217.

  14. Liu, C. (1999). Compatibility Conditions for a Set of Conditional Gaussian Distributions, Statistics & Probability Letters 42, 127-130.

  15. Chen, M. and Liu, C. (1999). Comments on ``Simulated Sintering: Markov Chain Monte Carlo With Spaces of Varying Dimensions'' by J. S. Liu and C. Sabatti , in Bayesian Statistics 6, J. M. Bernardo, J. O. Berger, A. P. Dawid, and A. F. M. Smith (Eds.), Oxford University Press, 402-405.

  16. Clark, L., Cleveland, W. S., Denby, L., and Liu, C. (1999). Modeling Customer Survey Data (with Discussion), in Case Studies in Bayesian Statistics, IV, 3-57, Eds. B. P. Carlin, A. L. Carriquiry, C. Gatsonis, A. Gelman, R. E. Kass, I. Verdinelli, and M. West.

  17. Liu, C., Rubin, D. B., and Wu, Y. (1998). Parameter Expansion to Accelerate EM: the PX-EM Algorithm, Biometrika 85, 755-770.

  18. Liu, C. (1998). Information Matrix Computation from Conditional Information, Biometrika 85, 973-979.

  19. Liu, C. and Rubin, D. B. (1998). Ellipsoidally Symmetric Extensions of the General Location Model for Mixed Categorical and Continuous Data, Biometrika 85, 673-688.

  20. Liu, C. and Rubin, D. B. (1998). Maximum likelihood estimation of factor analysis using the ECME algorithm with complete and incomplete data, Chuanhai Liu and Donald B. Rubin, Statistica Sinica 8, 729-747.

  21. Gelman, A., King, G., and Liu, C. (1998). Not Asked or not Answered: Multiple imputation for multiple surveys (with Discussion), Andrew Gelman, Gary King, and Chuanhai Liu, Journal of the American Statistical Association 93, 846-874.

  22. Liu, C. and Sun, D. X. (1997). Acceleration of the EM Algorithm for Mixture Models Using ECME, in American Statistical Association Proceedings of the Statistical Computing Section, 109--114.

  23. Liu, C. (1997). Comment on "The EM algorithm - an old folk song sung to fast new tune" by Meng and van Dyk, J. R. Statist. Soc. B 59, 557-558.

  24. Liu, C. (1997). ML estimation of the multivariate t distribution and the EM algorithms, Journal of Multivariate Analysis 63, 296-312.

  25. Liu, C. and Rubin, D. B. (1996). Markov-Normal Analysis of Iterative Simulations Before Their Convergence, Journal of Econometrics 75, 69-78.

  26. Liu, C. (1996). Bayesian Robust Multivariate Linear Regression With Incomplete Data, Journal of the American Statistical Association 91, 1219-1227.

  27. Liu, C. (1995). Monotone Data Augmentation Using the Multivariate t Distribution, Journal of Multivariate Analysis 53, 139-158.

  28. Liu, C. and Rubin, D. B. (1995). ML Estimation of the Multivariate t Distribution, Statistica Sinica 5, 19-39.

  29. Dempster, A. P. and Liu, C. (1995). Trend and Drift in Climatological Time Series, Proceedings of the 6th International Meeting on Statistical Climatology, Galway, Ireland, 19-23 June 1995, 21-24.

  30. Liu, C. and Rubin, D. B. (1994). The ECME Algorithm: A Simple Extension of EM and ECM with Faster Monotone Convergence, Biometrika 81, 633-648.

  31. Liu, C. and Rubin, D. B. (1994). Application of the ECME Algorithm and the Gibbs Sampler to General Linear Mixed Models, Proceedings of the XVIIth International Biometric Conference, Hamilton, Ontario, Volume 1 (invited papers), 97-107.

  32. Liu, C. (1993). Bartlett's Decomposition of the Posterior Distribution of the Covariance for Normal Monotone Ignorable Missing Data, Journal of Multivariate Analysis 46, 198-206.

  33. Liu, C. and Stock, J. M. (1993). Quantitative Determination of Uncertainties in Seismic Refraction Prospecting, Geophysics 58, 553-563.

  34. Liu, C. and Liu, J. (1993). Comments on Gibbs Sampler and Other MCMC Methods, J. R. Statist. Soc. B, 82-83.

  35. Liu, C. and Rubin, D. B. (1993). Smoothing Global Earthquake Rates Using Improper Empirical Bayes, Proceedings of the Statistics and Environment Section of the American Statistical Association, 30-36.

  36. Liu, C., Liu, J., and Rubin, D. B. (1993). A control Variable for Assessment of the Convergence of the Gibbs Sampler, Proceedings of the statistical computing Section of the American Statistical Association, 74-78.

  37. Gatsonis, C. A., Normand, S. L., Morris, C., and Liu, C. (1992). Geographic Variation of Procedure Utilization: a Hierarchical Model Approach, Medical Care 31, YS54-59.