Selected Publication

Book:
Song, X. Y. and Lee, S. Y. (2012). Basic and Advanced Bayesian Structural Equation Modeling: With Applications in the Medical and Behavioral Sciences. London, Wiley.

Journal Article:

• Han, D.X., Zheng, S.M., Shen, G.H., Song, X.Y., Sun, L.Q. and Huang, J. (2025). Deep mutual density ratio estimation with Bregman divergence and its applications. Journal of the American Statistical Association, 120, 1990-2001.
• Kang, K., Wu, Z.H., Qian, X.J., Song, X.Y. and Zhu, H.T. (2025). Federated double machine learning for high-dimensional semiparametric models. Biometrics, 81, ujaf150.
• Lin, Y.Q., Windmeijer, F., Song, X.Y. and Fan, Q.L. (2024). On the instrumental variable estimation with potentially many (weak) and some invalid instruments. Journal of the Royal Statistical Society, Series B, 86, 1068-1088.
• Zhou, X.X. and Song, X.Y. (2024). Joint analysis of multivariate longitudinal, survival, and imaging data. Journal of the Royal Statistical Society, Series C, 73, 921-934.
• He, Y.Y., Song, X.Y. and Kang, K. (2024). Joint mixed membership modeling of multivariate longitudinal and survival data for learning the individualized disease progression. Annals of Applied Statistics, 18, 1924-1946.
• Yu, C.R., Guo, W.W., Song, X.Y. and Cui, H.J. (2023). Feature screening with latent responses. Biometrics, 79, 878-890.
• Kang K. and Song, X.Y. (2023). Joint modeling of longitudinal imaging and survival data. Journal of Computational and Graphical Statistics, 32, 402-412.
• Feng, X.N., Li, T.F., Song, X.Y. and Zhu, H.T. (2020). Bayesian scalar on image regression with non-ignorable non-response. Journal of the American Statistical Association, 115, 1574-1597.
• Song, X.Y., Xia, Y.M. and Zhu, H.T. (2017). Hidden Markov latent variable models with multivariate longitudinal data. Biometrics, 73, 313-323.
• Pan, D., He, H.J., Song, X.Y. and Sun, L.Q. (2015). Regression analysis of additive hazards model with latent variables. Journal of the American Statistical Association, 110, 1148-1159.
• Song, X.Y., Cai, J.H., Feng, X.N. and Jiang, X.J. (2014). Bayesian analysis of functional-coefficient autoregressive heteroscedastic model. Bayesian Analysis, 9, 371-396.
• Song, X.Y., Lu, Z.H., Cai, J.H., and Ip, H.S. (2013). A Bayesian modeling approach for generalized semiparametric structural equation models. Psychometrika, 78, 624-647.
• Sun, L.Q., Song, X.Y., Zhou, J. and Liu, L. (2012). Joint analysis of longitudinal data with informative observation times and a dependent terminal event. Journal of the American Statistical Association, 107, 688-700.
• Sun, L.Q., Song, X.Y. and Zhang, Z.G. (2012). Mean residual life models with time-dependent coefficient under right censoring. Biometrika, 99, 185-197.

Please refer to here for more publications in refereed journals.