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  • 杨青
  • 副教授
  • yangq@ustc.edu.cn
  • 统计与金融系
  • 概率与统计
English

杨青,副教授,博士生导师。本科毕业于北京师范大学数学科学学院统计专业,博士毕业于新加坡南洋理工大学,后在南洋理工大学和美国普渡大学从事博士后工作,加入中科大前在普渡大学担任访问助理教授。目前感兴趣方向包括高维统计推断、大维随机矩阵等。入选中科院率先行动引才计划B、中国科协青年人才托举工程、安徽省引才计划青年项目


Weighted statistic in detecting faint and sparse alternatives for high-dimensional covariance matrices (with Pan, G. M.). Journal of the American Statistical Association, 112(517), 188-200, 2017. 

Estimating a change point in a sequence of very high-dimensional covariance matrices (with Dette, H. and Pan, G. M.). Journal of the American Statistical Association, 117(537), 444-454, 2022. 

 Universal rank inference via residual subsampling with application to large networks (with Han, X. and Fan, Y. Y.). The Annals of Statistics, 51(3), 1109-1133, 2023.

Generalized linear spectral statistics of high-dimensional sample covariance matrices and its applications (with Hu, Y. L. and Han, X.). Accepted by The Annals of Statistics, 2025.

 Power Iteration for Tensor PCA (with Huang, J., Huang D. Z. and Cheng, G.).  Journal of Machine Learning Research, 23(128), 1-47, 2022.

 Individual-centered Partial Information in Social Networks (with Han, X., Y.X.Rachel Wang and Tong, X.).  Journal of Machine Learning Research, 25(230), 1-60, 2024.

Eigen Analysis of Conjugate Kernel and Neural Tangent Kernel (with Li, X. C. and Han, X.). International Conference on Machine Learning (ICML), 2025.

. Co-clustering Analysis of Multi-layer Directed Networks: A Spectral Approach (with Li, X. C.). Accepted by Australian & New Zealand Journal of Statistics, 2025.

SFQRA: Scaled Factor-augmented Quantile Regression with Aggregation in Conditional Mean Forecasting (with Shu, L., Hao, Y. and Chen, Y.). Journal of Multivariate Analysis, 207, 105405, 2025.

Inference of Community Numbers in Partial Networks (with Zhu, X. Y. and Han, X.). Accepted by Statistica Sinica, 2025.

Strong convergence of the empirical spectral distribution of a unified matrix model (with Li, X. C. and Han, X.). Random Matrices: Theory and Applications, 14(1), 1-17, 2025.

 Qing Yang and Xin Tong's contribution to the Discussion of  'Root and community inference on the latent growth process of a network' by Crane and Xu (with Tong, X.). Journal of the Royal Statistical Society Series B-Statistical Methodology, 86(4): 881-882, 2024.

 Discussion on "Covariate-assisted ranking and screening for large-scale two-sample inference'' (with Cheng, G.). Journal of the Royal Statistical Society: Series B (Statistical Methodology), 81(2), 228-230, 2019.

 A unified matrix model including both CCA and F matrices in multivariate analysis: the largest eigenvalue and its applications (with Han, X. and Pan, G. M.). Bernoulli, 24 (4B), 3447-3468, 2018.

 On high-dimensional change point problem (with Jin, B. S., Pan, G. M. and Zhou, W.). Science China Mathematics (invited paper), 59 (12), 2355-2378, 2016.

 Large dimensional empirical likelihood (with Chen, B. B., Pan, G. M. and Zhou, W.). Statistica Sinica, 25, 1659-1677, 2015.



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