Publications
"Marginal Likelihood from the Metropolis-Hastings Output," with Siddhartha Chib, Journal of the American Statistical Association, 96, 270-281, 2001.
"Comment on `The Macroeconomic Consequences of Terrorism'," with Michelle R. Garfinkel, Journal of Monetary Economics, 51, 1033-1037, 2004.
"The Uncovered Set and the Limits of Legislative Action," with William Bianco and Itai Sened, Political Analysis, 12, 256-276, 2004.
"Accept-Reject Metropolis-Hastings Sampling and Marginal Likelihood Estimation," with Siddhartha Chib, Statistica Neerlandica, 59, 30-44, 2005.
"Inference in Semiparametric Dynamic Models for Binary Longitudinal Data," with Siddhartha Chib, Journal of the American Statistical Association, 101, 685-700, 2006.
"Dynamic and Structural Features of Intifada Violence: A Markov Process Approach," with Dale J. Poirier, Bayesian Analysis, 3, 63-78, 2008.
"Fitting and Comparison of Models for Multivariate Ordinal Outcomes,"
with Jennifer Graves and Mark Kutzbach,
Advances in Econometrics,
23, 115-156, 2008.
Corrections of typos in the print version (or simply see the postprint on eScholarship).
Excel data files: education,
health,
voter opinions.
"Estimation of Semiparametric Models in the Presence of Endogeneity and Sample Selection," with Siddhartha Chib and Edward Greenberg, Journal of Computational and Graphical Statistics, 18, 321-348, 2009.
"MCMC Estimation of Restricted Covariance Matrices," with Joshua C.C. Chan, Journal of Computational and Graphical Statistics, 18, 457-480, 2009.
"Lysogens and Free Viruses in Fresh, Brackish, and Marine Waters: A Bayesian Analysis," with Samuel Choi and Sunny Jiang, FEMS Microbiology Ecology, 69, 243-254, 2009.
"Efficient Simulation and Integrated Likelihood Estimation in State Space Models," with Joshua C.C. Chan, International Journal of Mathematical Modelling and Numerical Optimisation, 1, 101-120, 2009. (Please see the working paper, which has fewer typos.)
"MCMC Perspectives on Simulated Likelihood Estimation," with Esther Lee, Advances in Econometrics, 26, 3-39, 2010.
"A Model-Based Ranking of U.S. Recessions," with Rui Liu, Economics Bulletin, 30, 3, 2289-2296, 2010.
"Maximum Simulated Likelihood Estimation: Techniques and Applications in Economics," with Alicia Lloro, in Computational Optimization, Methods and Algorithms, Xin-She Yang and Slawomir Koziel (Eds.), 85-100, 2011. Berlin: Springer. The original publication is available at www.springerlink.com.
"Binary and Ordinal Data Analysis in Economics: Modeling and Estimation," with Mohammad Arshad Rahman, in Mathematical Modelling with Multidisciplinary Applications, Xin-She Yang (Ed.), 123-150, 2012. New York: Wiley.
"Nonparametric Vector Autoregressions: Specification, Estimation, and Inference," Advances in Econometrics, 32, 327-359, 2013.
"Information Processing Pattern and Propensity to Buy: An Investigation of Online Point-of-Purchase Behavior," with Ofer Mintz and Imran Currim, Marketing Science, 32, 5, 716-732, 2013.
"From the Great Depression to the Great Recession: A Ranking of U.S. Recessions," with Rui Liu, in Bayesian Inference in the Social Sciences, Ivan Jeliazkov and Xin-She Yang (Eds.), 177-198, 2014. Hoboken, New Jersey: John Wiley & Sons.
"Evaluation Set Size and Purchase: Evidence from a Product Search Engine," with Vidyanand Choudhary, Imran Currim, Sanjeev Dewan, Ofer Mintz, and John Turner, Journal of Interactive Marketing, 37, 16-31, 2017.
"The Impact of Estimation Uncertainty on Covariate Effects in Nonlinear Models," with Angela Vossmeyer, Statistical Papers, 59, 1031-1042, 2018.
Books and Edited Volumes
Bayesian Inference in the Social Sciences, Ivan Jeliazkov and Xin-She Yang (Editors), John Wiley & Sons, Ltd., 2014.
Bayesian Inference in Economics, a special issue of the International Journal of Mathematical Modelling and Numerical Optimisation, Ivan Jeliazkov (Guest Editor), Vol 5, No. 1/2, 2014.
Advances in Econometrics: Bayesian Model Comparison, Vol. 34, Ivan Jeliazkov and Dale J. Poirier (Editors), Emerald Publishing, 2014.
Miscellaneous Publications
"Introduction," with Juan Carlos Escanciano, Thomas B. Fomby, R. Carter Hill, and Eric Hillebrand, Advances in Econometrics, DSGE Models in Macroeconomics: Estimation, Evaluation, and New Developments, Volume 28, pp. ix - xii, 2012.
"Why Bayes?" An introduction to the special issue of the International Journal of Mathematical Modelling and Numerical Optimisation on Bayesian Inference in Economics, Vol 5, No. 1/2, pp. 1-3, 2014.
Preface, with Xin-She Yang, Bayesian Inference in the Social Sciences, xiii-ix, 2014.
Preface, with Dale J. Poirier, Advances in Econometrics: Bayesian Model Comparison, Volume 34, pp. ix - xi, 2014.
Working Papers and Work in Progress
"Specification and Inference in Nonparametric Additive Regression".
"Politics and Macroeconomic Performance in the United States: Cycles and Long-Run Outcomes," with Audrey Fang.
"Bayesian Analysis of Activity Participation Behavior," with Mahdieh Allahviranloo.
"Strategic Reorganizations in Stable Environments," with Marco Castaneda.
"Integrated Analysis of the Life-Cycle Interactions Between Health and Socioeconomic Status," with Angela Vossmeyer.
"A Statistical Model of Intifada Fatalities," with Dale J. Poirier and Rui Liu.
"Simulated Likelihood Estimation by Markov Chain Monte Carlo," with Alicia Lloro.
"Likelihood Specification and Inference in Simultaneous Equation Models for Discrete Data," with Angela Vossmeyer.
"Bayesian Model Comparison," prepared for Foundations and Trends in Econometrics.
"Estimation of Nonparametric Functions Subject to Regularity Conditions," with Eric Eisenstat.
"Bayesian Nonparametric Distributional Modelling".
"Dirac Delta Priors".
"The Quest for Robustness".
"Spatial Correlation and International Business Cycles".
"Dynamic Factor Models for Longitudinal Data: An Application to the Banking Sector".
"Model Comparison, Model Averaging, and Stylized Facts in Macroeconomic Time Series," with Joshua C.C. Chan.
"Bacterial Diversity at the Land-Ocean Margin: A Bayesian Approach," with Sunny Jiang.
"Bayesian Analysis of the Interactions between Bacteria and Viruses in Marine Ecosystems," with Sunny Jiang.
"A Simple Method for Improving GHK Estimation".