?

?

?
?
蔡敬衡
?
邮箱：caijheng[at]mail.sysu.edu.cn
?

?

?

教育背景?
2005年08月至2008年06月 ? 香港中文大学（博士，统计专业）
2002年09月至2005年07月 ? 中山大学（硕士，概率论与数理统计专业）
1998年09月至2002年07月 ? 中山大学（学士，概率论与数理统计专业）
?

工作经历?
2013年01月至今 ? ? ?? 中山大学数学学院，副教授
2010年08月至2012年12月 ? 中山大学数学与计算科学学院，讲师
2008年07月至2010年07月 ? 中山大学数学与计算科学学院，师资博士后
?


科研论文?
1.? ?Liang, C. Y. and Cai, J. H.* (2020) Bayesian variable selection and estimation in joint confirmatory factor analysis--Cox model. Statistics and Its Interface, 13 (1), 49-63. https://doi.org/10.4310/SII.2020.v13.n1.a5
?
2. ? Cai, J. H., Liang, Z. B., Sun, R. Q., Liang, C. Y. and Pan, J. H. (2019) Bayesian analysis of latent Markov models with non-ignorable missing data. Journal of Applied Statistics, 46 (13), 2299-2313. https://doi.org/10.1080/**.2019.**
?
3.? Cai, J. H.?and Liang, C. Y. (2019) Bayesian analysis of semi-parametric Cox models with latent variables. Statistical Methods in Medical Research, 28 (7), 2150-2164.?https://doi.org/10.1177/1520
?
4.? Kang, K., Cai, J. H., Song, X. Y. and Zhu, H. T. (2019) Bayesian hidden Markov models for delineating the pathology of Alzheimer’s disease. Statistical Methods in Medical Research, 28 (7), 2112-2124. https://doi.org/10.1177/8675
?
5.? Lin, H. T., Long, E. P., Ding, X. H., Diao, H. X., Chen, Z. C., Liu, R. Z., Huang, J. L., Cai, J. H., Xu, S. J., Zhang, X. Y. Wang, D. N., Chen, K. X., Yu, T. Y., Wu, D. X., Zhao, X. T., Liu, Z. Z., Wu, X. H., Jiang, Y. Z., Yang, X., Cui, D. M., Liu, W. Y., Zheng, Y. F., Luo, L. X., Wang, H. B., Chan, C. C., Morgan, I. G., He, M. G. and Liu, Y. Z. (2018) Prediction of myopia development among Chinese school-aged children using refraction data from electronic medical records: A retrospective, multicentre machine learning study. PLOS Medicine, 15 (11): e**. https://doi.org/10.1371/journal.pmed.**
?
6.? Yeung, R. O., Cai, J. H., Zhang, Y. Y. Luk, A. O., Pan, J. H., Yin, J. M., Ozaki, R., Kong, A. P. S., Ma, R. C. W., So, W. Y., Tsang, C. C., Lau, K. P., Fisher, E., Goggins, W., Oldenburg, B. and Chan, J. C. N. (2018) Determinants of hospitalization in Chinese patients with type 2 diabetes receiving a peer support intervention and JADE integrated care: the PEARL randomised controlled trial. Clinical Diabetes and Endocrinology, 4:5. https://doi.org/10.1186/s40842-018-0055-6
?
7.? Cai, J. H., Ouyang, M., Kang, K. and Song, X. Y. (2018) Bayesian diagnostics of hidden Markov structural equation models with missing data. Multivariate Behavioral Research, 53 (2), 151-171. https://doi.org//10.1080/**.2017.**
?
8.? Song, X. Y., Kang, K., Ouyang, M., Jiang, X. J. and Cai, J. H.* (2018) Bayesian analysis of semiparametric hidden Markov models with latent variables. Structural Equation Modeling: A Multidisciplinary Journal, 25 (1), 1-20. https://doi.org//10.1080/**.2017.**
?
9.? Cai, J. H., He, H. J., Song, X. Y. and Sun, L. Q. (2017) An additive-multiplicative mean residual life model for right-censored data. Biometrical Journal, 59 (3), 579-592. https://doi.org//10.1002/bimj.
?
10.? Long, E. P., Xu, S. J., Liu, Z. Z., Wu, X. H., Zhang, X. Y., Wang, J. H., Li, W. T., Liu, R. Z., Chen, Z. C., Chen, K. X., Yu, T. Y., Wu, D. X., Zhao, X. T., Chen, J. J., Lin, Z. L., Cao, Q. Z., Lin, D. R., Cai, J. H.* and Lin H. T.* (2017) Construction and implications of structural equation modeling network for pediatric cataract: a data mining research of rare diseases. BMC Ophthalmology, 17:74. https://doi.org//10.1186/s12886-017-0468-5
?
11.? He, H. J., Cai, J. H., Song, X. Y. and Sun, L. Q. (2017) Analysis of proportional mean residual life model with latent variables. Statistics in Medicine, 36 (5), 813-826. https://doi.org//10.1002/sim.7174
?
12.? Song, X. Y., Pan, D., Liu, P. F. and Cai, J. H.* (2016) Bayesian analysis of transformation latent variable models with multivariate censored data. Statistical Methods in Medical Research, 25 (5), 2337-2358. https://doi.org//10.1177/2786
?
13.? Sun, Z. X., Zhai, Y. F., Zhang, J. Q., Kang, K., Cai, J. H., Fu, Y. G., Qiu, J. Q., Shen, J. W. and Zhang, W Q. (2015) The genetic basis of population fecundity prediction across multiple field populations of Nilaparvata lugens. Molecular Ecology, 24 (4), 771-784. https://doi.org//10.1111/mec.13069
?
14.? 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 (2), 371-396. https://doi.org//10.1214/14-ba865
?
15.? Song, X. Y., Lu, Z. H, Cai, J. H.* and Ip, E. H. S. (2013) A Bayesian modeling approach for generalized semiparametric structural equation models. Psychometrika, 78 (4), 624-647. https://doi.org//10.1007/s11336-013-9323-7
?
16.? Guo, X., Yang, X. F., Yang, Y., Hans, R., Cai, J. H., Xue, J. Y., Tan, X. H., Xie, X. P., Xiong, X. K. and Huang, J. M. (2012) Prediction of ocular irritancy of 26 chemicals and 26 cosmetic products with isolated rabbit eye (IRE) test. Biomedical and Environmental Sciences, 25 (3), 359-366. https://doi.org//10.3967/0895-3988.2012.03.015
?
17.? Wu, D. R., Cai, Y. F., Cai, J. X., Liu, Q. L., Zhao, Y. Q., Cai, J. H., Zhao, M., Huang, Y. H., Ye, L., Lu, Y. B. and Guo, X. P. (2012) Comparative effectiveness research on patients with acute ischemic stroke using Markov decision processes. BMC Medical Research Methodology, 12:23. https://doi.org//10.1186/1471-2288-12-23
?
18.? Cai, J. H., Song, X. Y., Lam, K. H. and Ip, E. H. S. (2011) A mixture of generalized latent variable models for mixed mode and heterogeneous data. Computational Statistics and Data Analysis, 55 (11), 2889-2907. https://doi.org//10.1016/j.csda.2011.05.011
?
19.? Cai, J. H., Song, X. Y. and Hser, Y. I. (2010) A Bayesian analysis of mixture structural equation models with non-ignorable missing response and covariates. Statistics in Medicine, 29 (18), 1861-1874. https://doi.org//10.1002/sim.3915.
?
20.? Cai, J. H. and Song, X. Y. (2010) Bayesian analysis of mixtures in structural equation models with nonignorable missing data. British Journal of Mathematical and Statistical Psychology, 63 (3), 491-508. https://doi.org//10.1348/x475187
?
21.? Lee, S. Y., Song, X. Y. and Cai, J. H. (2010) A Bayesian approach for nonlinear structural equation models with dichotomous variables using logit and probit links. Structural Equation Modeling: A Multidisciplinary Journal, 17 (2), 280-302. https://doi.org//10.1080/659425
?
22.? Yang, Y., Yang, X. F., Zhang, W. G., Cai, J. H., Xue, J. Y., Yang, G. Y., Tian, X. H., Xie, X. H., Xie, X. P., Xiong, X. K., Huang, J. M. and Guo, X. (2010) Combined in vitro tests as an alternative to in vivo eye irritation tests. ATLA-Alternatives to Laboratory Animals, 38 (4), 303-314.
?
23.? Song, X. Y., Lee, S. Y., Ma, R. C. W., So, W. Y., Cai, J. H., Tam, C., Lam, V., Ying, W., Ng, M. C. Y. and Chan, J. C. N. (2009) Phenotype-genotype interactions on renal function in type 2 diabetes: an analysis using structural equation modeling. Diabetologia, 52 (8), 1543-1553. https://doi.org//10.1007/s00125-009-1400-1
?
24.? Lee, S. Y., Song, X. Y., Cai, J. H., So, W. Y., Ma, R. C. W. and Chan, J. C. N. (2009) Non-linear structural equation models with correlated continuous and discrete data. British Journal of Mathematical and Statistical Psychology, 62 (2), 327-347. https://doi.org//10.1348/X292343
?
25.? Cai, J. H., Song, X. Y. and Lee, S. Y. (2008) Bayesian analysis of nonlinear structural equation models with mixed continuous, ordered and unordered categorical, and nonignorable missing data. Statistics and Its Interface, 1 (1), 99-114. https://doi.org//10.4310/sii.2008.v1.n1.a9


?
译著?
蔡敬衡，潘俊豪，周影辉。《结构方程模型：贝叶斯方法》（译著）。 高等教育出版社，2011。?http://www.hepmall.com.cn/index.php/product-10703.html

?
?
科研项目
?
项目名称：含混合数据类型的纵向结构方程模型分析
项目来源：国家自然科学基金项目（青年科学基金）
起止年月：2012年1月至2014年12月
?
项目名称：带类别数据、异构数据及不可忽略缺失值的结构方程模型分析
项目来源：国家自然科学基金项目（专项基金项目：数学天元青年基金）
起止年月：2011年1月至2011年12月

?

?