个人经历:
2021年9月至今,西南财经大学统计研究中心,副教授
2021年9月至今,西南财经大学统计学院,副教授
2019年8月-2021年8月, 美国哥伦比亚大学生物统计系, 博士后
2019年6月,美国哥伦比亚大学生物统计系,博士
2014年5月,美国伊利诺伊大学香槟分校统计系,硕士
2012年6月,四川大学数学学院, 学士
研究领域:
机器学习、网络分析、精准医学、函数型数据分析、神经影像
发表论文:(* 共同第一作者,相同贡献)
· Xie, S., Tarpey, T., Petkova, E., Ogden, R.T. (2022). Multiple domain and multiple kernel outcome-weighted learning for estimating individualized treatment regimes. Journal of Computational and Graphical Statistics. Accepted
· COVID-19 Forecast Hub Consortium (including Xie, S.) (2022). Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the US. Proceedings of the National Academy of Sciences of the United States of America. Accepted
· Xie, S., Mcdonnell, E., Wang, Y. (2022). Conditional Gaussian graphical model for estimating personalized disease symptom networks. Statistics in Medicine 41 (3), 543-553.
· Xie, S., Zeng, D., Wang, Y. (2021). Integrative Network Learning for Multi-modality Biomarker Data. Annals of Applied Statistics 15 (1), 64-87
· Xie, S., Li, X., McColgan, P., Scahill, R.I., Zeng, D., Wang, Y. (2020). Identifying Disease-associated Biomarker Network Features Through Conditional Graphical Model. Biometrics 76 (3), 995-1006
· Goldman, J., Xie, S., Green, D., Naini, A., Mansukhani, M.M., Marder, K. (2021). Predictive testing for neurodegenerative diseases in the age of next-generation sequencing. Journal of Genetic Counseling 30, 553-562.
· Wang, Q., Xie, S., Wang, Y., Zeng, D. (2020). Survival-Convolution Models for Predicting COVID-19 Cases and Assessing Effects of Mitigation Strategies. Frontiers in Public Health 8, 325
· Li, X. *, Xie, S. *, McColgan, P., Tabrizi, S.J., Scahill, R.I., Zeng, D., Wang, Y. (2018). Learning subject-specific directed acyclic graphs with mixed effects structural equation models from observational data. Frontiers in Genetics 9, 430. (*: 共同第一作者,相同贡献)
· Li, X., Xie, S., Zeng, D., Wang, Y. (2018). Efficient l0-norm Feature Selection Based on Augmented and Penalized Minimization. Statistics in Medicine 37 (3), 473-486
· Avissar, M. *, Xie, S.*, Vail, B., Lopez-Calderon, J., Wang, Y., Javitt, D.C. (2018). Meta-analysis of mismatch negativity to simple versus complex deviants in Schizophrenia. Schizophrenia Research 19, 25-34. (*: 共同第一作者,相同贡献)