机器学习在经济学预测与政策分析中的应用
Sun, J., Cole, M., & Härdle, W. K. (2026). "Using Machine Learning for Prediction and Policy Analysis in Economics." The Review of Mathematical Economics, 1(2), 67-108.
这里提供中文版简历;下方可下载英文版 PDF。
下载 PDF 简历(英文版)管理学博士(计量经济学),英国利物浦大学,2007 年 10 月 – 2011 年 7 月
导师:Brendan McCabe 教授
论文题目:“Analysis of Integer Valued Autoregressive Process”(整数值自回归过程分析)
研究训练:数据收集策略、定量方法、社会科学哲学、研究与信息技能导论。
理学硕士(经济学),英国爱丁堡大学,2004 年 9 月 – 2005 年 11 月
学位论文题目:“Applying the Bootstrap in Time Series Analysis”(自助法在时间序列分析中的应用)
课程:微观经济学、宏观经济学、定量方法、高级微观经济学、经济政策。
经济学学士(国际金融),天津财经大学,2001 年 9 月 – 2004 年 7 月
学位论文题目:“Mortgage Loan Management in China”(中国的住房抵押贷款管理)
以优异成绩毕业,用三年完成四年制本科学业。
核心课程:微积分、概率论与数理统计、线性代数、会计学、财务管理等。
Sun, J., Cole, M., & Härdle, W. K. (2026). "Using Machine Learning for Prediction and Policy Analysis in Economics." The Review of Mathematical Economics, 1(2), 67-108.
Yao, J., Wu, J., Feng, H., & Sun, J. (2026). "Supply Chain Shocks and the Reconfiguration of Green Finance Markets: A Quantile-on-Quantile Connectedness Analysis." Systems, 14(6), 652.
Jiang, W., Sun, J., Cole, M., & Zhang, Y. (2026). "Virtual water in global supply chains: Trade structure, industrial composition, and policy levers." Ecological Economics, 248, 109068.
Wu, J., Yao, J., & Sun, J. (2026). "Risk Propagation and System Resilience in Sustainable-Digital Finance: A Time-Frequency Higher-Order Moment Analysis of Green Finance, Green Cryptocurrency, and Non-Green Cryptocurrency Markets." Systems, 14(6), 628.
Johansson, P., & Sun, J. (forthcoming 2026). "Regression with R and Python: Description, Prediction, and Causal Analysis in Social Science and Medicine." Springer.
Wu, J., Sun, J., Feng, H., & Long, F. (2026). "Stablecoins, Risk Transmission and Systemic Reconfiguration in a Fragmented USD Access System: Evidence from Quantile Time-Frequency Analysis." Systems, 14(5), 562.
Hong, Y., Linton, O., & Sun, J. (2026 forthcoming). "Econometrics and Time Series Methods: Theory, Applications, and R Implementation." Springer.
Sun, J., Hong, Y., Wang, S., & Yang, Y. (forthcoming 2026). 金融科技学 (FinTech). Higher Education Press.
Sun, J., Hong, Y., & Linton, O. (forthcoming 2026). 金融计量经济学:理论、案例与 R 语言 (Financial Econometrics: Theory, Cases, and R). Higher Education Press.
Sun, J., Zhu, M., & Linton, O. (2025). "Adjusted-range-based self-normalized autocorrelation tests." Economics Letters, 251, 112315.
Sun, J., Hong, Y., Lin, Z., & Xu, W. (2025). "Structural stability of functional data: A new adjusted-range-based self-normalization approach." Economics Letters, 253, 112350.
Hong, Y., Linton, O., McCabe, B., Sun, J., & Wang, S. (2024). "Kolmogorov-Smirnov type testing for structural breaks: A new adjusted-range-based self-normalization approach." Journal of Econometrics, 238(2), 105603.
Cole, M., Sun, J., Jiang, W., & Zang, L. (2024). "Governmental Capabilities and Responsiveness: Global Investigations into CO2 Emissions and Decarbonization." International Journal of Public Administration, 1-19.
Shao, C., Guan, X., Sun, J., Cole, M., & Liu, G. (2022). "Social media interactions between government and the public: A Chinese case study of government WeChat official accounts on information related to COVID-19." Frontiers in Psychology, 13, 955376.
Jiang, W., Cole, M., Sun, J., & Wang, S. (2022). "Innovation, carbon emissions, and the pollution haven hypothesis: Climate capitalism and global reinterpretations." Journal of Environmental Management, 307, 114465.
Hong, Y., Linton, O., McCabe, B., & Sun, J. (2022). "A score statistic for testing the presence of a stochastic trend in conditional variances." Economics Letters, 213, 110394.
Sun, J., Hong, Y., Linton, O., & Zhao, X. (2022). "Adjusted-range self-normalized confidence interval construction for censored dependent data." Economics Letters, 110873.
孙佳婧(通讯作者)等 (2022). "基于调整样本值域的自正则结构性变化的检验." 统计研究 (Statistical Research), 39(04): 122-133.
孙佳婧(第一作者、通讯作者)等 (2020). "基于Katz分布的计数数据自回归模型以及其在预测呼吸系统患病人数中的应用." 应用概率统计, 36(6): 551-568.
Sun, J., Cole, M., Huang, Z., & Wang, S. (2018). "Chinese leadership: Provincial perspectives on promotion and performance." Environment and Planning C: Politics and Space, 37(4), 750-772.
Cui, W., Cheng, H., & Sun, J. (2018). "An RKHS-based approach to double-penalized regression in high-dimensional partially linear models." Journal of Multivariate Analysis, 168, 201-210.
Li, Z., & Sun, J. (2015). Mechanisms and performance of Chinese bear markets and policy suggestions. In Li, Z., & Cheng, S. (Eds.), China's Stock Market Review and Outlook: 2002–2013. Science Press.
Li, Z., Sun, J., & Cole, M. (2015). Mechanisms and performance of Chinese bear markets and policy suggestions. In Li, Z., & Cheng, S. (Eds.), The Chinese Stock Market Volume II (pp. 125–189). Palgrave Macmillan.
Li, Z., Sun, J., & Wang, S. (2013). "An information diffusion-based model of oil futures price." Energy Economics, 36, 518-525.
Sun, Jiajing, and Brendan P. McCabe. “Score Statistics for Testing Serial Dependence in Count Data.” Journal of Time Series Analysis 34, no. 3 (2013): 315–329.
Gunter, Lacey, Michael R. Chernick, and Jiajing Sun. “A Simple Method for Variable Selection in Regression with Respect to Treatment Selection.” Pakistan Journal of Statistics and Operation Research 7, no. 2-Sp (2011): 363–380.
Sun, J., Chernick, M. R., & LaBudde, R. A. (2011). "A bootstrap test for comparing two variances: simulation of size and power in small samples." Journal of Biopharmaceutical Statistics, 21(6), 1079-1093.
报告 · 第四届 IMA 金融与保险数学会议,英国利物浦 The Liner Hotel
报告 · IAEE 亚洲—大洋洲研究委员会线上研讨会,线上
报告 · 英国格拉斯哥
报告 · 中国人民大学,中国北京
报告 · 莱斯特大学,英国莱斯特
报告 · 荷兰鹿特丹
报告 · 中国杭州
报告 · 伯明翰大学教育学院,英国伯明翰
报告 · 中国北京
报告 · 英国伦敦
报告 · 清华大学(北京),中国北京
报告 · 墨尔本大学,澳大利亚墨尔本(线上)
报告 · 魁北克大学蒙特利尔分校,加拿大蒙特利尔(线上)
报告 · 加州大学圣迭戈分校拉迪管理学院,美国圣迭戈(线上)
报告 · 上海社会科学院(上海徐汇),中国上海
报告 · 英国伦敦
报告 · 意大利米兰,意大利米兰(线上)
报告 · 英国贝尔法斯特,英国贝尔法斯特(线上)
报告 · 中国厦门
报告 · 中国大连
报告 · 塞维利亚大学,西班牙塞维利亚
报告 · 中国科学院大学(北京),中国北京
副主编(Associate Editor),Review of Mathematical Economics
(International Press of Boston)
期刊主页
副主编(Associate Editor),Digital Finance
(Springer Nature)
期刊主页
副主编(Associate Editor),Management & Marketing
(Springer Nature)
期刊主页