基本信息
熊世峰  男  博导  中国科学院数学与系统科学研究院
电子邮件: xiong@amss.ac.cn
通信地址: 北京市海淀区中关村东路55号
邮政编码: 100190

个人信息/研究领域

熊世峰 

数学与系统科学研究院研究员

实验设计与不确定性量化研究中心主任

专业:统计学

部门:系统科学研究所 统计科学研究室

办公地点:思源楼 206

办公电话:(010) 82541637


研究领域包括

计算机仿真实验的不确定性量化:仿真是数字孪生、智能制造、智慧交通、智慧城市、元宇宙等新兴科技的关键技术。我们重点关注仿真背后的核心统计学问题,包括实验设计、代理模型构建、序贯优化、参数校准等。

(进一步了解该方向及学术活动,请关注微信公众号“UQ 中心”)


统计学与机器学习的基础理论与方法:我们持续关注统计学与机器学习中的若干基础性问题,包括非线性降维、非规则问题统计推断、稳健推断、函数估计、核学习方法、大数据统计算法等。


统计应用:包括工业制造过程数据建模、质量与可靠性分析、计算机辅助工艺设计与产品设计、交通大数据的统计建模与分析等。


招生信息


招生专业
071400-统计学
070103-概率论与数理统计
招生方向
数理统计
工业统计

教育背景

   
学历

1999年 南京大学数学系 学士

2002年 南京大学数学系 硕士

2005年 中国科学院数学与系统科学研究院 博士

教授课程

   
研究生课程

《多元统计分析》  雁栖湖校区

奖项信息

2016国防科技进步二等奖  面向产品质量形成过程的质量特性建模、评价与控制技术


2022中国科学院大学学院级研究生优秀课程《多元统计分析》

出版信息

Selected papers:

Ying Wu, Zhipeng Tang, Shifeng Xiong, A unified geographically weighted regression model, Spatioal Statistics2023, 55, 100753.

Weiyan Mu, Shifeng Xiong, On Huber's contaminated model, Journal of Complexity2023, 77, 101745.

Chunya Li, Xiaojun Cui, Shifeng Xiong, Design and analysis of computer experiments with both numeral and distributional inputs, Technometrics, 2023, 65, 406-417.

Yun Wu, Shifeng Xiong, Kernel reconstruction learning, Neurocomputing2023, 522: 1-10.

Shifeng Xiong, Chunya Li, Xuan Sun, Yong Qin, Jeff Wu, Statistical estimation for passenger-to-train assignment models based on automated data, Advanced Stochastic Models in Business and Industry, 2022, 38: 287-307.

Shifeng Xiong, The reconstruction approach: From interpolation to regression, Technometrics, 2021, 63: 225-235.

Chunya Li, Daijun Chen, Shifeng Xiong, Linear screening for high-dimensional computer experiments, STAT, 2021, 10(1), e320.

Shifeng Xiong, Personalized optimization and its implementation in computer experiments, IISE Transactions, 2020, 52: 528-536.

Yunfei Wei, Shifeng Xiong, Bayesian integrative analysis for multi-fidelity computer experiments, Journal of Applied Statistics, 2019, 46: 1973-1987.

Weiyan Mu, Shifeng Xiong, A class of space-filling designs and their projection properties, Statistics & Probability Letters, 2018, 141: 129-134.

Shifeng Xiong, Xu He, Yuanzhen He, Weiyan Mu, Sensitivity analysis using permutations, Statistica Sinica, 2018, 28: 817-837.

Daijun Chen, Shifeng Xiong, Flexible nested Latin hypercube designs for computer experiments, Journal of Quality Technology, 2017, 49: 337-353.

Shifeng Xiong, Local optimization-based statistical inference, Electronic Journal of Statistics, 2017, 11: 2295-2320.

Shifeng Xiong, Bin Dai, Jared Huling, Peter Qian, Orthogonalizing EM: A design-based least squares algorithm, Technometrics, 2016, 58: 285-293.

Shifeng Xiong, Better subset regression, Biometrika, 2014, 101: 71-84.

Kenny Xie, Shifeng Xiong, Peter Qian, Jeff Wu, General sliced Latin hypercube designs, Statistica Sinica, 2014, 24: 1239-1256.

Shifeng Xiong, Peter Qian, Jeff Wu, Sequential design and analysis of high-accuracy and low-accuracy computer codes, Technometrics, 2013, 55: 37-46.

Shifeng Xiong, Roshan Joseph, Regression with outlier shrinkage, Journal of Statistical Planning and Inference. 2013, 143: 1988-2001.

Shifeng Xiong, An asymptotics look at the generalized inference, Journal of Multivariate Analysis, 2011, 102: 336-348.

Shifeng Xiong, Some notes on the nonnegative garrote, Technometrics, 2010, 52: 349-361.

Shifeng Xiong, Weiyan Mu, On construction of asymptotically correct confidence intervals, Journal of Statistical Planning and Inference, 2009, 139: 1394-1404.

Shifeng Xiong, Guoying Li, Inference for ordered parameters in multinomial distributions, Science in China. Series A. Mathematics, 2009, 52: 526-538.

Shifeng Xiong, Guoying Li, Some results on the convergence of conditional distributions, Statistics & Probability Letters, 2008, 78: 3249-3253.

Shifeng Xiong, Guoying Li, Testing for the maximum cell probabilities in multinomial distributions, Science in China. Series A. Mathematics, 2005, 48:972-985.

指导学生

   
在读研究生

吴颖,李杨,崔婷,王永达,龚梦灵

已毕业研究生

博士:陈代君,魏芸菲,李春亚武赟

硕士:王鲸