Feng Xiangnan
Associate Professor
Statistics and Data Science
Add: Guoshun Road Siyuan Building Room 311, Siyuan Building
Tel: 25011114(TEL)
E-mail: fengxiangnan@fudan.edu.cn
Research Field: Latent Variable Models, Functional and Imaging Data Analysis, Big Data and Complex Data Analysis using Bayesian Methods, Statistical Modeling in Word of Mouth, Crowdfunding, and Mobile Marketing
Teacher information
Achievements in scientific research
Academic activities and community service
Journal Papers
| 1. | Ping Hou, Nana Liu, Xiangnan Feng, Yan Chen, Huixia Wang, Xiaopeng Wang, Jie Liu, Pengchao Zhan, Xing Liu, Bo Shang, Zhimeng Shen, Luotong Wang, Jianbo Gao, and Peijie Lyu. 2024. A paradigm shift in oncology imaging: a prospective cross-sectional study to assess low-dose deep learning image reconstruction versus standard-dose iterative reconstruction for comprehensive lesion detection in dual-energy computed tomography. Quantitative Imaging in Medicine and Surgery 14(9) 6449-6465.  |
| 2. | Xinyuan Chen, Yiwei Li, Xiangnan Feng, and Joseph T. Chang. 2023. Variational Bayesian analysis of nonhomogeneous hidden Markov models with long and ultralong sequences. The Annals of Applied Statistics 17(2) 1615–1640. |
| 3. | Ge Xu, Xiangnan Feng, Yiwei Li, and Jianmin Jia. 2022. Mediation effects of online public attention on the relationship between air pollution and precautionary behavior. Journal of Management Science and Engineering 7(1) 159-172. |
| 4. | Xiaoqing Wang, Haotian Wu, Xiangnan Feng, and Xinyuan Song. 2021. Bayesian two-level model for repeated partially ordered responses: Application to adolescent smoking behavior analysis. Sociological Methods & Research 50(4) 1515-1551. |
| 5. | Xiangnan Feng, Shuang Ma, Lingling Wen, and Yan Zhao. 2021. Immediate effect of air pollution on labor mobility: empirical evidence from online résumé data. The Annals of Regional Science 67(2) 483-512. |
| 6. | Xiangnan Feng, Tengfei Li, Xinyuan Song, and Hongtu Zhu. 2020. Bayesian scalar on image regression with nonignorable nonresponse. Journal of the American Statistical Association 115(532) 1574-1597. |
| 7. | Yan Zhao, Lingling Wen, Xiangnan Feng, Ran Li, and Xiaolin Lin. 2020. How managerial responses to online reviews affect customer satisfaction: An empirical study based on additional reviews. Journal of Retailing and Consumer Services 57 1-11. |
| 8. | Xiaoqing Wang, Xiangnan Feng, and Xinyuan Song. 2020. Joint analysis of semicontinuous data with latent variables. Computational Statistics and Data Analysis 151 1-20. |
| 9. | Xiangnan Feng, Yiwei Li, Xiaolin Lin, and Yijian Ning. 2020. Mobile targeting in industrial marketing: Connecting with the right businesses. Industrial Marketing Management 86 65-76. |
| 10. | Xiangnan Feng, Bin Lu, Xinyuan Song, and Shuang Ma. 2019. Financial literacy and household finances: A Bayesian two-part latent variable modeling approach. Journal of Empirical Finance 51 119-137. |
| 11. | Weiwei Cao, Xiangnan Feng, Jianmin Jia, and Hong Zhang. 2019. Characterizing the structure of the railway network in China: a complex weighted network approach. Journal of Advanced Transportation 2019 1-11. |
| 12. | Tengfei Li, Fengchang Xie, Xiangnan Feng, Joseph G. Ibrahim, Hongtu Zhu, and the Alzheimers Disease Neuroimaging Initiative. 2018. Functional linear regression models for nonignorable missing scalar responses. Statistica Sinica 28(4) 1867-1886. |
| 13. | Ping Hou, Xiangnan Feng, Jie Liu, Xiaopeng Wang, Yaojun Jiang, Leigang Dong, and Jianbo Gao. 2018. Low tube voltage and iterative model reconstruction in follow-up CT angiography after thoracic endovascular aortic repair: ultra-low radiation exposure and contrast medium dose. Academic Radiology 25(4) 494-501. |
| 14. | XiangNan Feng, HaoTian Wu, and XinYuan Song. 2017. Bayesian adaptive lasso for ordinal regression with latent variables. Sociological Methods & Research 46(4) 926-953. |
| 15. | Ping Hou, Xiangnan Feng, Jie Liu, Yue Zhou, Yaojun Jiang, Xiaochen Jiang, and Jianbo Gao. 2017. Iterative reconstruction in single-source dual-energy CT angiography: feasibility of low and ultra-low volume contrast medium protocols. British Journal of Radiology 90(1075) 1-8. |
| 16. | Xiangnan Feng, Haotian Wu, and Xinyuan Song. 2017. Bayesian regularized multivariate generalized latent variable models. Structural Equation Modeling: A Multidisciplinary Journal 24(3) 341-358. |
| 17. | Ge Xu, Xiangnan Feng, Yiwei Li, Xiaohong Chen, and Jianmin Jia. 2017. Environmental risk perception and its influence on well-being. Chinese Management Studies 11(1) 35-50. |
| 18. | Xiang-Nan Feng, Yifan Wang, Bin Lu, and Xin-Yuan Song. 2017. Bayesian regularized quantile structural equation models. Journal of Multivariate Analysis 154 234-248. |
| 19. | Christoph Heinrich Houben, Xiangnan Feng, Kin Wai Edwin Chan, Jennifer Wai Cheung Mou, Yuk Him Tam, and Kim Hung Lee. 2016. Spontaneous intestinal perforation: the long-term outcome. European Journal of Pediatric Surgery 27(4) 346-351. |
| 20. | Christoph Heinrich Houben, Xiang-Nan Feng, Sheung-Ho Tang, Edwin Kin Wai Chan, and Kim Hung Lee. 2016. What is the role of laparoscopic surgery in intussusception?. ANZ Journal of Surgery 86(6) 504-508. |
| 21. | Yifan Wang, XiangNan Feng, and XinYuan Song. 2016. Bayesian quantile structural equation models. Structural Equation Modeling: A Multidisciplinary Journal 23(2) 246-258. |
| 22. | Guochang Wang, Xiangnan Feng, and Min Chen. 2016. Functional partial linear single-index model. Scandinavian Journal of Statistics 43(1) 261-274. |
| 23. | Guochang Wang, Yan Zhou, Xiangnan Feng, and Baoxue Zhang. 2015. The hybrid method of FSIR and FSAVE for functional effective dimension reduction. Computational Statistics & Data Analysis 91 64-77. |
| 24. | Xiangnan Feng, Guochang Wang, Yifan Wang, and Xinyuan Song. 2015. Structure detection of semiparametric structural equation models with Bayesian adaptive group lasso. Statistics In Medicine 34(9) 1527-1547. |
| 25. | Xinyuan Song, Zhaohua Lu, and Xiangnan Feng. 2014. Latent variable models with nonparametric interaction effects of latent variables. Statistics in Medicine 30(10) 1723-1737. |
| 26. | Xin-Yuan Song, Jing-Heng Cai, Xiang-Nan Feng, and Xue-Jun Jiang. 2014. Bayesian analysis of the functional-coefficient autoregressive heteroscedastic model. Bayesian Analysis 9(2) 371-396. |
| 27. | Yan Zhao, Xiangnan Feng, Yiwei Li, and Jianmin Jia. 2022. Impact of online reviews on product sales: the role of valence consistency between initial and follow-up reviews. Management Review 34(3) 186-197. (in Chinese) |
| 28. | Weiwei Cao, Zheng Li, and Xiangnan Feng. 2021. Structural evolution of china's air transport network across 2000—2018. Journal of Transportation Systems Engineering and Information Technology 21(3) 26-33. (in Chinese) |
| 29. | Weiwei Cao, Xiangnan Feng, Yiwei Li, Wei Geng, and Jianmin Jia. 2020. Investigating passengers’ choice behavior of intercity rails with large-scale ticketing data. Systems Engineering — Theory & Practice 40(4) 989-1000. (in Chinese) |
| 30. | Ge Xu, Xiangnan Feng, Yiwei LI, Xiaohong Chen, and Jianmin Jia. 2017. Empirical study on the perceived risk of smog and public coping behavior. Journal of Management Sciences in China 20(9) 1-14. (in Chinese) |
| 31. | Xiaohong Chen, Ge Xu, Xiangnan Feng, and Jianmin Jia. 2016. Analysis of the public's attitude, willingness and behavior towards the construction of two-oriented society. Management World -12 90-101. (in Chinese) |
Research Projects
2023.01—2026.12, Principal Investigator, Nonhomogeneous Hidden Markov Models with Massive Behavioral Sequences: Modeling, Variational Bayesian Inference and Applications in Mobile Marketing, National Natural Science Foundation of China
2022.10—2023.10, Principal Investigator, China Field Statistics Research Association Youth Talent Support Project, China Association for Science and Technology
2019.01—2021.12, Principal Investigator, Empirical Studies on Social Influence in Online Crowdfunding, National Natural Science Foundation of China
Journal Papers
| 1. | Ping Hou, Nana Liu, Xiangnan Feng, Yan Chen, Huixia Wang, Xiaopeng Wang, Jie Liu, Pengchao Zhan, Xing Liu, Bo Shang, Zhimeng Shen, Luotong Wang, Jianbo Gao, and Peijie Lyu. 2024. A paradigm shift in oncology imaging: a prospective cross-sectional study to assess low-dose deep learning image reconstruction versus standard-dose iterative reconstruction for comprehensive lesion detection in dual-energy computed tomography. Quantitative Imaging in Medicine and Surgery 14(9) 6449-6465. |
| 2. | Xinyuan Chen, Yiwei Li, Xiangnan Feng, and Joseph T. Chang. 2023. Variational Bayesian analysis of nonhomogeneous hidden Markov models with long and ultralong sequences. The Annals of Applied Statistics 17(2) 1615–1640. |
| 3. | Ge Xu, Xiangnan Feng, Yiwei Li, and Jianmin Jia. 2022. Mediation effects of online public attention on the relationship between air pollution and precautionary behavior. Journal of Management Science and Engineering 7(1) 159-172. |
| 4. | Xiaoqing Wang, Haotian Wu, Xiangnan Feng, and Xinyuan Song. 2021. Bayesian two-level model for repeated partially ordered responses: Application to adolescent smoking behavior analysis. Sociological Methods & Research 50(4) 1515-1551. |
| 5. | Xiangnan Feng, Shuang Ma, Lingling Wen, and Yan Zhao. 2021. Immediate effect of air pollution on labor mobility: empirical evidence from online résumé data. The Annals of Regional Science 67(2) 483-512. |
| 6. | Xiangnan Feng, Tengfei Li, Xinyuan Song, and Hongtu Zhu. 2020. Bayesian scalar on image regression with nonignorable nonresponse. Journal of the American Statistical Association 115(532) 1574-1597. |
| 7. | Yan Zhao, Lingling Wen, Xiangnan Feng, Ran Li, and Xiaolin Lin. 2020. How managerial responses to online reviews affect customer satisfaction: An empirical study based on additional reviews. Journal of Retailing and Consumer Services 57 1-11. |
| 8. | Xiaoqing Wang, Xiangnan Feng, and Xinyuan Song. 2020. Joint analysis of semicontinuous data with latent variables. Computational Statistics and Data Analysis 151 1-20. |
| 9. | Xiangnan Feng, Yiwei Li, Xiaolin Lin, and Yijian Ning. 2020. Mobile targeting in industrial marketing: Connecting with the right businesses. Industrial Marketing Management 86 65-76. |
| 10. | Xiangnan Feng, Bin Lu, Xinyuan Song, and Shuang Ma. 2019. Financial literacy and household finances: A Bayesian two-part latent variable modeling approach. Journal of Empirical Finance 51 119-137. |
| 11. | Weiwei Cao, Xiangnan Feng, Jianmin Jia, and Hong Zhang. 2019. Characterizing the structure of the railway network in China: a complex weighted network approach. Journal of Advanced Transportation 2019 1-11. |
| 12. | Tengfei Li, Fengchang Xie, Xiangnan Feng, Joseph G. Ibrahim, Hongtu Zhu, and the Alzheimers Disease Neuroimaging Initiative. 2018. Functional linear regression models for nonignorable missing scalar responses. Statistica Sinica 28(4) 1867-1886. |
| 13. | Ping Hou, Xiangnan Feng, Jie Liu, Xiaopeng Wang, Yaojun Jiang, Leigang Dong, and Jianbo Gao. 2018. Low tube voltage and iterative model reconstruction in follow-up CT angiography after thoracic endovascular aortic repair: ultra-low radiation exposure and contrast medium dose. Academic Radiology 25(4) 494-501. |
| 14. | XiangNan Feng, HaoTian Wu, and XinYuan Song. 2017. Bayesian adaptive lasso for ordinal regression with latent variables. Sociological Methods & Research 46(4) 926-953. |
| 15. | Ping Hou, Xiangnan Feng, Jie Liu, Yue Zhou, Yaojun Jiang, Xiaochen Jiang, and Jianbo Gao. 2017. Iterative reconstruction in single-source dual-energy CT angiography: feasibility of low and ultra-low volume contrast medium protocols. British Journal of Radiology 90(1075) 1-8. |
| 16. | Xiangnan Feng, Haotian Wu, and Xinyuan Song. 2017. Bayesian regularized multivariate generalized latent variable models. Structural Equation Modeling: A Multidisciplinary Journal 24(3) 341-358. |
| 17. | Ge Xu, Xiangnan Feng, Yiwei Li, Xiaohong Chen, and Jianmin Jia. 2017. Environmental risk perception and its influence on well-being. Chinese Management Studies 11(1) 35-50. |
| 18. | Xiang-Nan Feng, Yifan Wang, Bin Lu, and Xin-Yuan Song. 2017. Bayesian regularized quantile structural equation models. Journal of Multivariate Analysis 154 234-248. |
| 19. | Christoph Heinrich Houben, Xiangnan Feng, Kin Wai Edwin Chan, Jennifer Wai Cheung Mou, Yuk Him Tam, and Kim Hung Lee. 2016. Spontaneous intestinal perforation: the long-term outcome. European Journal of Pediatric Surgery 27(4) 346-351. |
| 20. | Christoph Heinrich Houben, Xiang-Nan Feng, Sheung-Ho Tang, Edwin Kin Wai Chan, and Kim Hung Lee. 2016. What is the role of laparoscopic surgery in intussusception?. ANZ Journal of Surgery 86(6) 504-508. |
| 21. | Yifan Wang, XiangNan Feng, and XinYuan Song. 2016. Bayesian quantile structural equation models. Structural Equation Modeling: A Multidisciplinary Journal 23(2) 246-258. |
| 22. | Guochang Wang, Xiangnan Feng, and Min Chen. 2016. Functional partial linear single-index model. Scandinavian Journal of Statistics 43(1) 261-274. |
| 23. | Guochang Wang, Yan Zhou, Xiangnan Feng, and Baoxue Zhang. 2015. The hybrid method of FSIR and FSAVE for functional effective dimension reduction. Computational Statistics & Data Analysis 91 64-77. |
| 24. | Xiangnan Feng, Guochang Wang, Yifan Wang, and Xinyuan Song. 2015. Structure detection of semiparametric structural equation models with Bayesian adaptive group lasso. Statistics In Medicine 34(9) 1527-1547. |
| 25. | Xinyuan Song, Zhaohua Lu, and Xiangnan Feng. 2014. Latent variable models with nonparametric interaction effects of latent variables. Statistics in Medicine 30(10) 1723-1737. |
| 26. | Xin-Yuan Song, Jing-Heng Cai, Xiang-Nan Feng, and Xue-Jun Jiang. 2014. Bayesian analysis of the functional-coefficient autoregressive heteroscedastic model. Bayesian Analysis 9(2) 371-396. |
| 27. | Yan Zhao, Xiangnan Feng, Yiwei Li, and Jianmin Jia. 2022. Impact of online reviews on product sales: the role of valence consistency between initial and follow-up reviews. Management Review 34(3) 186-197. (in Chinese) |
| 28. | Weiwei Cao, Zheng Li, and Xiangnan Feng. 2021. Structural evolution of china's air transport network across 2000—2018. Journal of Transportation Systems Engineering and Information Technology 21(3) 26-33. (in Chinese) |
| 29. | Weiwei Cao, Xiangnan Feng, Yiwei Li, Wei Geng, and Jianmin Jia. 2020. Investigating passengers’ choice behavior of intercity rails with large-scale ticketing data. Systems Engineering — Theory & Practice 40(4) 989-1000. (in Chinese) |
| 30. | Ge Xu, Xiangnan Feng, Yiwei LI, Xiaohong Chen, and Jianmin Jia. 2017. Empirical study on the perceived risk of smog and public coping behavior. Journal of Management Sciences in China 20(9) 1-14. (in Chinese) |
| 31. | Xiaohong Chen, Ge Xu, Xiangnan Feng, and Jianmin Jia. 2016. Analysis of the public's attitude, willingness and behavior towards the construction of two-oriented society. Management World -12 90-101. (in Chinese) |
Research Projects
2023.01—2026.12, Principal Investigator, Nonhomogeneous Hidden Markov Models with Massive Behavioral Sequences: Modeling, Variational Bayesian Inference and Applications in Mobile Marketing, National Natural Science Foundation of China
2022.10—2023.10, Principal Investigator, China Field Statistics Research Association Youth Talent Support Project, China Association for Science and Technology
2019.01—2021.12, Principal Investigator, Empirical Studies on Social Influence in Online Crowdfunding, National Natural Science Foundation of China
Academic Posts
2023.06—,Council Member,Chinese Association for Applied Statistics-Transition of the Professional Committee on Multivariate Analysis Application
2023.04—,Director of the Branch Council,China Field Statistics Research Association
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