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个人简介

教育经历 2011-2015,北京大学光华管理学院,经济学博士 2007-2011,中国人民大学统计学院,经济学学士 工作经历 2018-至今 中国人民大学统计学院,副教授 2015-2018 中国人民大学统计学院,助理教授 荣誉奖励 中国人民大学第十二届青年教师教学基本功大赛一等奖,2023 北京市科协青年人才托举工程,2023-2025 第十一届全国大学生市场调查与分析大赛总决赛一等奖优秀指导教师奖,2021 中国人民大学“杰出青年学者”, 2020至今 中国人民大学优秀科研成果奖, 2020 北京市优秀人才培养资助,2017

研究领域

超高维数据降维分析; 复杂网络建模; 分布式计算; 小微企业数字化

近期论文

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Huang, D., Hu, W.*, Jing, B., Zhang, B.* (2022) Grouped spatial autoregressive model. Computational Statistics and Data Analysis. To appear. Wang, F., Huang, D.*, Gao, T., Wu, S.*, Wang, H. (2022) Sequential One-Step Estimator by Subsampling for Customer Churn Analysis with Massive Datasets. Journal of the Royal Statistical Society:Series C (Applied Statistics). To appear. Wu, S., Huang,D.*, Wang, H. (2022) Network Gradient Descent Algorithm for Decentralized Federated Learning. Journal of Business & Economic Statistics. To appear. Hu, W., Huang, D.*, Jing, B., Zhang, B.* (2021) Crawling Subsampling for Multivariate Spatial Autoregression Model in Large-Scale Networks. Electronic Journal of Statistics, 15(2), 3678-3707. Zhu, Y., Deng, Q., Huang, D.*, Jing, B., Zhang, B.* (2021) Clustering based on Kolmogorov-Smirnov statistic with application to bank card transaction data. Journal of the Royal Statistical Society:Series C (Applied Statistics), 70(3), 558-578. Wang, F., Zhu, Y., Huang, D.*, Qi. H., Wang, H. (2021) Distributed one-step upgraded estimation for non-uniformly and non-randomly distributed data. Computational Statistics & Data Analysis, 162, 107265. Zhu, Y., Huang, D.*, Gao, Y., Wu, R., Chen, Y., Zhang, B., Wang, H. (2021) Automatic, Dynamic, and Nearly Optimal Learning Rate Specification via Local Quadratic Approximation. Neural Networks, 141,11-29. Huang, D., Zhu, X.*, Li, R., Wang, H. (2021) Feature Screening for Network Autoregression Model, Statistica Sinica, 31,1239-1259. Zhu, X., Huang, D.*, Pan, R., Wang, H. (2020) Multivariate Spatial Autoregressive Model for Large Scale Social Networks, Journal of Econometrics, 215(2), 591-606. Su, L., Lu, W.*, Song, R., and Huang, D. (2020) Testing and Estimation of Social Network Dependence with Time to Event Data. Journal of the American Statistical Association. 115(530), 570-582. Huang, D., Wang, F*., Zhu, X., Wang, H.(2020) Two-Mode Network Autoregressive Model for Large-Scale Networks. Journal of Econometrics, 216(1), 203-219. Zhu, Y., Huang, D.*, Xu, W., & Zhang, B. (2020). Link prediction combining network structure and topic distribution in large-scale directed network. Journal of Organizational Computing and Electronic Commerce, 30(2), 169-185. Chang X., Huang, D.*, Wang, H. (2019) A Popularity Scaled Latent Space Model for Large-Scale Directed Social Network. Statistica Sinica, 29(3), 1277-1299. Huang, D., Lan, W., Zhang, H. H., & Wang, H. (2019) Least squares estimation of spatial autoregressive models for large-scale social networks. Electronic Journal of Statistics, 13(1), 1135-1165. Huang, D., Guan, G.*, Zhou, J., Wang, H. (2018) Network-based Naive Bayes Model for Social Network. Science China Mathematics, 61(4), 627-640. Huang, D., Zhou, J.*, and Wang, H. (2018) RFMS Method for Credit Scoring Based on Bank Card Transaction Data. Statistica Sinica, 28(4), 2903-2919. Zhou, J., Huang, D.*, and Wang, H. (2017) A dynamic logistic regression for network link prediction. Science China Mathematics, 60, 165-176. Huang, D., Yin, J., Shi, T., and Wang, H.* (2016) A statistical model for social network labeling. Journal of Business and Economic Statistics, 34(3), 368-374. Huang, D., Li, R.*, & Wang, H. (2014) Feature Screening for Ultrahigh Dimensional Categorical Data with Applications. Journal of Business & Economic Statistics, 32(2), 237-244. 黄丹阳,朱映秋,南金伶,王汉生(2022)《基于交易流水的信用卡套现交易及商户识别》,《数理统计与管理》,已接收. 黄丹阳,郭雁茹,姜光耀,田昆(2022) 《融合多维度线上特征的餐饮商户线下销售额分析》,《营销科学学报》, 1(2), 30-51. 黄丹阳,张力文(2021)《基于局部社团结构平衡的双模符号网络链路预测研究》,《统计研究》,38(12),131-144. 黄丹阳,毕博洋,朱映秋(2021) 《基于高斯谱聚类的风险商户聚类分析》,《统计研究》,38(6), 145-160. 黄丹阳,毕博洋,苗玉茵(2020) 《双模网络下基于节点流行度的潜在空间模型》,《统计研究》,37(3), 60-71. 王曾,符国群,黄丹阳,汪剑锋(2014)《国有企业CEO“政治晋升”与“在职消费”关系研究》,《管理世界》,5,157-171.

学术兼职

2019-至今 北京大数据协会副秘书长,常务理事 2018-至今 青年统计学家协会理事

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