馮項楠，復旦大學管理學院統計與數據科學系副教授，香港中文大學統計學博士。主要研究方向為潛變數模型、函式型和圖像型數據分析、貝葉斯統計建模，涉及網路眾籌、移動行銷等套用領域。
馮項楠2012年獲香港中文大學計量金融學及風險管理科學學士學位，2014年獲風險管理科學碩士學位，2017年獲統計學博士學位，師從宋心遠教授。博士期間曾赴朱宏圖教授處研修函式型數據分析，並隨賈建民教授學習市場行銷知識。2017年7月至2020年任職於西南交通大學經濟管理學院，2020年8月加入復旦大學管理學院任講師，後晉升副教授。
主持國家自然科學基金青年項目“網路眾籌社會影響研究”，研究成果發表於《Journal of the American Statistical Association》《管理世界》等期刊，獲中國行銷學術年會最佳論文獎。指導學生獲全國大學生市場調查與分析大賽研究生組全國二等獎，現任中國現場統計研究會教育統計與管理分會理事。
基本介紹
人物經歷,主要成就,科研成就,人才培養,社會任職,
人物經歷
馮項楠畢業於香港中文大學，先後獲得香港中文大學計量金融學及風險管理科學學士學位、風險管理科學碩士學位和統計學博士學位，碩士生和博士生導師為宋心遠教授。博士期間，2015年暑期訪問朱宏圖教授，學習函式型和圖像型數據分析，2015年下半年開始向賈建民教授學習市場行銷和管理學知識。
2020年8月，加入復旦大學管理學院，擔任統計學系講師。
現任復旦大學管理學院統計與數據科學系副教授。
主要成就
科研成就
- 科研綜述
馮項楠研究方向為潛變數模型、函式型和圖像型數據分析、大數據和複雜數據的貝葉斯統計分析、網路眾籌和移動行銷等問題的建模分析。
- 學術論著
代表性論文：
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 67.483-512.
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. 趙岩，馮項楠，李宜威，賈建民. 同源初次與追加口碑效價一致性對產品銷售影響的實證研究. 管理評論, 2022, 34(3): 186-197.
28. 曹煒威，李政，馮項楠. 2000-2018年全國民航網路結構特徵及演化. 交通運輸系統工程與信息, 2021, 21(3): 26-33.
29. 曹煒威，馮項楠，李宜威，耿維，賈建民. 基於客票數據的城際鐵路出行方式選擇行為研究. 系統工程理論與實踐, 2020, 40(4): 989-1000.
30. 徐戈，馮項楠，李宜威，陳曉紅，賈建民. 霧霾感知風險與公眾應對行為的實證分析. 管理科學學報, 2017, 20(9): 1-14.
31. 陳曉紅，徐戈，馮項楠，賈建民. 公眾對於“兩型社會”建設的態度—意願—行為分析. 管理世界, 2016, (12): 90-101.
- 論文獲獎
2021.05，優秀論文提名獎，第五屆行銷科學與創新國際研討會（MSI2021）暨清潔生產期刊（JCLP）專輯學術會議
2017.11，2017年中國行銷學術年會最佳論文，行銷科學學報
- 科研項目
2023.01 - 2026.12，項目負責人，海量行為序列數據情境下的非齊次隱馬爾可夫模型：建模、變分貝葉斯推斷與移動行銷中的套用，國家自然科學基金面上項目
2022.10 - 2023.10，項目負責人，中國現場統計研究會青年人才托舉工程項目，中國科學技術協會
2019.01 - 2021.12，項目負責人，網路眾籌情境下的社會影響的實證研究，國家自然科學基金青年項目
人才培養
- 教學獲獎
2022.05，正大杯第十二屆全國大學生市場調查與分析大賽總決賽一等獎，中國商業統計學會
2021.07，International Teachers Programme，歐洲工商管理學院
2021.05，第十一屆全國大學生市場調查與分析大賽研究生組總決賽二等獎，教育部高等學校統計學類專業教學指導委員會北京大學（代章），中國商業統計學會
社會任職
2023.06 - 2027.06，第八屆理事會理事，中國現場統計研究會多元分析套用專業委員會
2023.04 - 2027.04，理事，中國現場統計研究會教育統計與管理分會
