基本信息

何煦  男    中国科学院数学与系统科学研究院
电子邮件: hexu@amss.ac.cn
电话号码: 15011007709
办公地址: 中国科学院数学与系统科学研究院思源楼208
个人主页: http://people.ucas.edu.cn/~hexu

研究领域

统计学:实验设计、不确定性量化及数字孪生中的统计方法

招生信息

长期招收有意于科学研究工作或工业统计实践课题的研究生,可以联系我。

欢迎志向高远、追求卓越、耐得住性子、数学出色的选手。

希望通过有创新性和挑战性的题目、时间进度及探索方向上的自由度、以及互相尊重简单融洽的氛围,使大家享受科研的过程,共同提高。

教育背景

2007-07--2012-06   威斯康星大学麦迪逊分校   博士学位
2003-07--2007-06   北京大学   学士学位

工作经历

2018 - ,中国科学院数学与系统科学研究院,系统科学研究所,统计科学研究室,副研究员

2012 - 2018,中国科学院数学与系统科学研究院,系统科学研究所,统计科学研究室,助理研究员

专利与奖励

2019,入选中国科学院青年创新促进会

2019,入选中科院数学院陈景润未来之星计划

2017,获得中科院数学院关肇直青年研究奖

出版信息

学术论文

Xu He and Peter Z. G. Qian (2011). Nested orthogonal array based Latin hypercube designs, Biometrika, 98: 721-731.

Xu He and Peter Z. G. Qian (2014). A central limit theorem for general orthogonal array based space-filling designs, Annals of Statistics, 42(5): 1725-1750.

Wei-Yin Loh, Xu He and Michael Man (2015). A regression tree approach to identifying subgroups with differential treatment effects, Statistics in Medicine, 34(11): 1818-1833.

Youngdeok Hwang, Xu He and Peter Z. G. Qian (2016). Sliced orthogonal array based Latin hypercube designs, Technometrics, 58(1): 50-61.

Xu He and Peter Z. G. Qian (2016). A central limit theorem for nested or sliced Latin hypercube designs, Statistica Sinica, 26: 1117-1128.

Xu He, Rui Tuo and C. F. Jeff Wu (2017). Optimization of multi-fidelity computer experiments via the EQIE criterion, Technometrics, 59(1): 58-68.

Xu He (2017). Rotated sphere packing designs, Journal of the American Statistical Association, 112(520): 1612-1622.

Xu He (2017). Interleaved lattice-based minimax distance designs, Biometrika, 104(3): 713-725.

Xiaodong Li, Xu He, Yuanzhen He, Hui Zhang, Zhong Zhang and Dennis K.J. Lin (2017). The design and analysis for the icing wind tunnel experiment of a new deicing coating, Journal of the American Statistical Association, 112(520): 1417-1429.

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

Xu He and Peter Chien* (2018). On the instability issue of gradient-enhanced Gaussian process emulators for computer experiments, SIAM/ASA Journal on Uncertainty Quantification, 6(2): 627-644.

Jin Xu, Xu He*, Xiaojun Duan and Zhengming Wang (2018). Sliced Latin hypercube designs for computer experiments with unequal batch sizes, IEEE Access, 6: 60396-60402.

Xu He (2019). Sliced rotated sphere packing designs, Technometrics, 61(1): 66-76.

Xu He (2019). Interleaved lattice-based maximin distance designs, Biometrika, 106(2): 453-464.

Xu He (2021). Lattice-based designs possessing quasi-optimal separation distance on all projections, Biometrika, 108(2): 443-454.

Xu He and Fasheng Sun* (2024). Construction of high-dimensional high-separation distance designs, Journal of Statistical Planning and Inference, 232, 106150, DOI:10.1016/j.jspi.2024.106150.

Huaimin Diao, Dianpeng Wang, and Xu He* (2024). A distance metric-based space-filling subsampling method for nonparametric models, Electronic Journal of Statistics, 18(2): 3247-3273.

Xu He (2024). Efficient Kriging using interleaved lattice-based designs with low fill and high separation distance properties, SIAM/ASA Journal on Uncertainty Quantification, 12(4): 1113-1134.

Youran Qi, Xu He, Tzu-Hsiang Hung, and Peter Chien* (2024). A statistical Experimental design method for constructing deterministic sensing matrices for compressed sensing, Journal of Machine Learning Research, 25(277): 1-28. 

软件包

LatticeDesignXu HeR软件包,https://CRAN.R-project.org/package=LatticeDesign

HDOMDesign, Xu He and Fasheng Sun,R软件包,https://CRAN.R-project.org/package=HDOMDesign


发表论文
[1] Qi, Youran, He, Xu, Hung, TzuHsiang, Chien, Peter. A Statistical Experimental Design Method for Constructing Deterministic Sensing Matrices for Compressed Sensing. JOURNAL OF MACHINE LEARNING RESEARCH[J]. 2024, 第 2 作者25: 1-28, https://www.webofscience.com/wos/woscc/full-record/WOS:001347276600001.
[2] He, Xu. Efficient Kriging Using Interleaved Lattice-Based Designs with Low Fill and High Separation Distance Properties\ast. SIAM-ASA JOURNAL ON UNCERTAINTY QUANTIFICATION[J]. 2024, 第 1 作者  通讯作者  12(4): 1113-1134, http://dx.doi.org/10.1137/23M156940X.
[3] He, Xu, Sun, Fasheng. Construction of high-dimensional high-separation distance designs. JOURNAL OF STATISTICAL PLANNING AND INFERENCE[J]. 2024, 第 1 作者232: http://dx.doi.org/10.1016/j.jspi.2024.106150.
[4] He Xu. Lattice-based designs possessing quasi-optimal separation distance on all projections. Biometrika[J]. 2021, 第 1 作者  通讯作者  http://arxiv.org/abs/1709.02062.
[5] He, Xu. Sliced Rotated Sphere Packing Designs. TECHNOMETRICS[J]. 2019, 第 1 作者  通讯作者  61(1): 66-76, http://ir.amss.ac.cn/handle/2S8OKBNM/34303, http://www.irgrid.ac.cn/handle/1471x/6869266, http://ir.amss.ac.cn/handle/2S8OKBNM/34304, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000462866600006&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[6] He, Xu. Interleaved lattice-based maximin distance designs. BIOMETRIKA[J]. 2019, 第 1 作者  通讯作者  106(2): 453-464, http://dx.doi.org/10.1093/biomet/asy069.
[7] Xiong, Shifeng, He, Xu, He, Yuanzhen, Mu, Weiyan. SENSITIVITY ANALYSIS USING PERMUTATIONS. STATISTICA SINICA[J]. 2018, 第 2 作者28(2): 817-837, http://ir.amss.ac.cn/handle/2S8OKBNM/31721.
[8] Xu, Jin, He, Xu, Duan, Xiaojun, Wang, Zhengming. Sliced Latin Hypercube Designs for Computer Experiments With Unequal Batch Sizes. IEEE ACCESS[J]. 2018, 第 2 作者  通讯作者  6: 60396-60402, https://doaj.org/article/e297ec2109214f00a27444b1d1a25bda.
[9] He, Xu, Chien, Peter. On the Instability Issue of Gradient-Enhanced Gaussian Process Emulators for Computer Experiments. SIAM-ASA JOURNAL ON UNCERTAINTY QUANTIFICATION[J]. 2018, 第 1 作者6(2): 627-644, https://www.webofscience.com/wos/woscc/full-record/WOS:000437190500008.
[10] He, Xu. Interleaved lattice-based minimax distance designs. BIOMETRIKA[J]. 2017, 第 1 作者  通讯作者  104(3): 713-725, http://dx.doi.org/10.1093/biomet/asx036.
[11] He, Xu. Rotated Sphere Packing Designs. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION[J]. 2017, 第 1 作者  通讯作者  112(520): 1612-1622, http://dx.doi.org/10.1080/01621459.2016.1222289.
[12] Li, Xiaodong, He, Xu, He, Yuanzhen, Zhang, Hui, Zhang, Zhong, Lin, Dennis K J. The Design and Analysis for the Icing Wind Tunnel Experiment of a New Deicing Coating. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION[J]. 2017, 第 2 作者112(520): 1417-1429, https://www.webofscience.com/wos/woscc/full-record/WOS:000423299400004.
[13] He, Xu, Tuo, Rui, Wu, C F Jeff. Optimization of Multi-Fidelity Computer Experiments via the EQIE Criterion. TECHNOMETRICS[J]. 2017, 第 1 作者59(1): 58-68, https://www.webofscience.com/wos/woscc/full-record/WOS:000395082900006.
[14] Hwang, Youngdeok, He, Xu, Qian, Peter Z G. Sliced Orthogonal Array-Based Latin Hypercube Designs. TECHNOMETRICS[J]. 2016, 第 2 作者58(1): 50-61, https://www.webofscience.com/wos/woscc/full-record/WOS:000370550500009.
[15] He, Xu, Qian, Peter Z G. A CENTRAL LIMIT THEOREM FOR NESTED OR SLICED LATIN HYPERCUBE DESIGNS. STATISTICA SINICA[J]. 2016, 第 1 作者26(3): 1117-1128, https://www.webofscience.com/wos/woscc/full-record/WOS:000381591300011.
[16] Loh, WeiYin, He, Xu, Man, Michael. A regression tree approach to identifying subgroups with differential treatment effects. STATISTICS IN MEDICINE[J]. 2015, 第 2 作者34(11): 1818-1833, http://dx.doi.org/10.1002/sim.6454.
[17] He, Xu, Qian, Peter Z G. A CENTRAL LIMIT THEOREM FOR GENERAL ORTHOGONAL ARRAY BASED SPACE-FILLING DESIGNS. ANNALS OF STATISTICS[J]. 2014, 第 1 作者42(5): 1725-1750, https://www.webofscience.com/wos/woscc/full-record/WOS:000344632400002.
[18] He, Xu, Qian, Peter Z G. Nested orthogonal array-based Latin hypercube designs. BIOMETRIKA[J]. 2011, 第 1 作者98(3): 721-731, https://www.webofscience.com/wos/woscc/full-record/WOS:000294359000015.

科研活动

负责项目

2025-2028,计算机实验主动学习设计方法,国家自然科学基金面上基金:12471247

2021-2023,实验设计,国家自然科学基金优秀青年科学基金:12022115

2020-2023基于格子点的计算机实验设计构造方法研究,国家自然科学基金面上基金:11971465

2016-2018,空间填充设计的若干方法与性质研究,国家自然科学基金青年基金:11501550

学术任职

2020 - Journal of Systems Science and Complexity,编委

2018 - 2021,Journal of Applied Statistics,编委(associate editor

2021 - ,中国现场统计研究会试验设计分会,常务理事

2021 - ,中国数学会均匀设计分会,委员

2021 - ,北京大数据协会,理事

2021 - ,北京应用统计学会,理事

2018 - ,全国工业统计学教学研究会,理事

2014 - 2021,中国现场统计研究会试验设计分会,理事

邀请报告

2021全国试验设计与统计科学研讨会,Derivative-free global optimization using sequentially refined non-rectangular subregions202110月,日照

中国数学会均匀设计分会第十五届学术研讨会,Construction of high-dimensional two-level orthogonal maximin distance designs20216月,武汉

2021不确定性量化研讨会暨CSIAM不确定性量化专委会会议,Construction of high-dimensional two-level orthogonal maximin distance designs20215月,长沙

中国工业与应用数学学会第十八届年会,Derivative-free global optimization using sequentially refined non-rectangular subregions202010月,长沙

中国数学会2020年学术年会,基于交错格的实验设计方法,202010月,石家庄

2019年数理和地学前沿交叉领域学术研讨会,基于格的实验设计方法,201911月,武汉

中国数学会均匀设计分会第十四届学术研讨会,Lattice-based designs processing quasi-optimal projections201911月,苏州

2019年不确定性量化学术研讨会,Derivative-free global optimization using sequentially refined non-rectangular subregions201910月,昆明

2019年全国试验设计与统计科学研讨会,Lattice-based designs possessing quasi-optimal separation distance on all projections201910月,桂林

不确定性量化热点问题研讨会,Sliced Latin Hypercube Designs with Arbitrary Run Sizes20198月,长春

2019国际泛化统计学会中国会议,Recent Advances in Computer Experiments20197月,天津

第五届统计与工程交叉国际会议(ICISE2019)Sliced Latin hypercube designs with arbitrary run sizes20196月,韩国首尔

第五届国际实验设计会议(ICODOE 2019),Interleaved lattice-based minimax distance designs and maximin distance designs20195月,美国孟菲斯

2019年中国统计前沿论坛,Lattice-based space-filling designs20194月,青岛

统计学与数学青年学者论坛,Interleaved lattice-based maximin distance designs201811月,北京

第十一届全国概率统计会议,On the quasi-Latin hypercube property of some lattice-based designs201810月,成都

2018全国试验设计与统计科学研讨会,基于交错格子点的最大最小距离设计,201810月,北京

中国工业与应用数学学会第十六届年会,Lattice-based design of computer experiments with quasi-uniform projections20189月,成都

2018泛华统计学会中国会议,On the instability issue of gradient-enhanced Gaussian process emulators for computer experiments 20187月,青岛

SIAM Conference on Uncertainty Quantification (UQ18)Interleaved lattice-based minimax distance designs20184月,美国洛杉矶

2018南科大试验设计青年论坛,Sliced rotated sphere packing designs20183月,深圳

中国科学技术大学2018全国青年统计学者会议,Rotated sphere packing designs20181月,合肥

2018南开试验设计论坛,On the quasi-Latin hypercube property of some lattice-based designs20181月,天津

中国工业与应用数学学会第十五届年会(CSIAM2017),Interleaved lattice-based minimax distance designs201710月,青岛

北京市第十九次统计科学讨论会,格子点空间填充实验设计,20179月,北京

2017全国试验设计及其应用研讨会,Interleaved lattice-based minimax distance designs20179月,兰州

第一届数据科学理论基础国际研讨会,On the instability issue of gradient-enhanced Gaussian process emulators for computer experiments20177月,北京

质量与数据科学研究中心十周年研讨会暨第七届质量与可靠性技术国际研讨会,Interleaved lattice-based minimax distance designs20176月,北京

Spring Research Conference (SRC)Optimization of multi-fidelity computer experiments via the EQIE criterion, 20175月,美国新不伦瑞克

第十届泛华统计学会国际会议(ICSA),Interleaved lattice based minimax distance designs201612月,上海

实验设计和分析国际学术研讨会(CEDA),Sliced rotated sphere packing designs201612月,台北

南开统计论坛2016年青年学者会议, Interleaved lattice based minimax distance designs201611月,天津

2016全国试验设计及其应用研讨会,Sliced rotated sphere packing designs201611月,曲阜

Spring Research Conference (SRC)A constructive method for generating near minimax distance designs20165月,美国芝加哥

International Conference on Design of Experiments (ICODOE-2016)Optimization of multi-fidelity computer experiments via the EQIE criterion20165月,美国孟菲斯

SIAM Conference on Uncertainty Quantification (UQ16)A constructive method for generating near minimax distance designs20164月,瑞士洛桑

中科院/首师大2015年统计学前沿学术研讨会,A new type of design of computer experiments for both prediction and grand mean estimation purposes201512月,北京

Designed Experiments: Recent Advances in Methods and Applications (DEMA2015)A constructive method for generating near minimax distance designs201512月,澳大利亚悉尼

中国现场统计研究会第十七届学术年会,Rotated sphere packing designs201511月,黄山

2015大数据与试验设计国际学术研讨会,A constructive method for generating near minimax distance designs201510月,广州

第八届工业与应用数学国际大会:Optimization of Computer Experiments with Tunable Accuracy20158月,北京

国际数理统计学会-云南大学概率统计研讨会:Optimization of computer experiments with tunable Accuracy20157月,昆明

The Third International Conference on the Interface between Statistics and EngineeringOptimization of computer experiments with tunable Accuracy201412月,香港

全国试验设计及其应用研讨会:A central limit theorem for general orthogonal array based space-filling designs201410月,新乡

第十届全国概率统计会议:Optimization of Computer Experiments with Tunable Accuracy201410月,济南

The Joint Research Conference between the Quality & Productivity Research Conference and the Spring Research ConferenceOptimization of Computer Experiments with Tunable Accuracy20146月,美国西雅图

The Workshop on Classification and Regression Trees: Regression tree methods for subgroup identification I20143月,新加坡

国际数理统计学会-西南财经大学概率统计学国际研讨会:A new central limit theorem for space-filling designs20137月,成都

全国试验设计及其应用研讨会:Nested orthogonal array based Latin hypercube designs201210月,武汉

The 19th annual ICSA Applied Statistics SymposiumSubgroups defined by two or more genetic markers in genome-wide association studies20106月,美国印第安纳波利斯