个人简历

贺诗源博士于2010年获南开大学应用数学学士学位，2013年获威尼斯144777视频硕士，2017年获Texas A&M University统计学博士学位。

研究兴趣：

1. 函数型数据分析

2. 贝叶斯与变分贝叶斯

3. 统计与微分流形上的最优化算法

4. 在天文领域研究超新星、变星光面曲线拟合、宇宙尺度测量。

Publication:

Google Scholar: https://scholar.google.com/citations?user=Xen7n9EAAAAJ&hl=en

* represents equal contribution; † represents student co-author.

Statistics:

1. Shiyuan He, Xiaomeng Yan (2022). Randomized Principal Subspace Sampling for Large Scale Functional Data Analysis. Electronic Journal of Statistics, 16(1), 2621-2682. Link.

2. Shiyuan He*, Kejun He*, Jianhua Z. Huang (2022). Improved Estimation of High-dimensional Additive Models Using Subspace Learning. Journal of Computational and Graphical Statistics. Link.

3. Fei Ding†, Shiyuan He, David Jones, Jianhua Z. Huang (2022). Functional PCA with Covariate Dependent Mean and Covariance Structure. Technometrics.  Link.

4. Rui Tuo*, Shiyuan He*, Arash Pourhabib, Yu Ding, Jianhua Z. Huang (2021). A Reproducing Kernel Hilbert Space Approach to Functional Calibration of Computer Models. Journal of American Statistical Association. Link.

5. Shiyuan He, Zhenfeng Lin, Wenlong Yuan, Lucas M. Macri, Jianhua Z. Huang (2021). Simultaneous inference of periods and period-luminosity relations for Mira variable stars. The Annals of Applied Statistics. 15(2), 662–687. Link.

Astronomy:

1. Xin Kang†, Shiyuan He, Yanxia Zhang (2021). A novel stellar spectrum denoising method based on deep Bayesian modeling. Research in Astronomy and Astrophysics.

2. Anupam Bhardwaj, Shashi Kanbur, Shiyuan He., et al. (2019). Multiwavelength Period- Luminosity and Period-Luminosity-Color relations at maximum-light for Mira variables in the Magellanic Clouds. The Astrophysical Journal, 154(4), 149.

3. Shiyuan He, Jianhua Z. Huang, Lifan Wang (2018). Characterization of Type Ia Supernova Light Curves Using Principal Component Analysis of Sparse Functional Data. The Astrophysical Journal, 857(2), 110.

4. Wenlong Yuan, Shiyuan He, Lucas M. Macri, James Long, Jianhua Z. Huang, (2017). The M33 Synoptic Stellar Survey II. Mira Variables. The Astronomical Journal, 153(4), 153–170.

5. Shiyuan He, Wenlong Yuan, James Long, Lucas M. Macri, Jianhua Z. Huang (2016). Period Estimation for Sparsely Sampled Quasi-periodic Light Curves Applied to Miras. The Astronomical Journal, 152(6), 164–175.

科研基金：

* 函数型数据分析的积分算子估计–几何降秩模型，主持，国家自然科学基金青年科学基金项目，2019--2021

* 非参数模型中的低秩和稀疏结构, 参与（主持：何珂俊），国家自然科学基金青年科学基金项目，2019--2021