Guan'ao Yan

Guan'ao Yan

PhD Candidate in Statistics

University of California, Los Angeles

Biography

Guan’ao is a PhD student in the Department of Statistics of University of California, Los Angeles, supervised by Prof. Jingyi Jessica Li. His research interests include High Dimensional Statistics and Bioinformatics. He has accomplished his MSc degree at Zhejiang University and a BSc degree at Shandong University.

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Interests
  • High Dimensional Statistics
  • Bioinformatics
Education

  • PhD in Statistics, Expected in 2025

    University of California, Los Angeles

  • MSc in Probability and Mathematical Statistics, 2020

    Zhejiang University

  • BSc in Mathematics and Applied Mathematics, 2017

    Shandong University

Talks

scReadSim: a single-cell RNA-seq and ATAC-seq read simulator
Rapid advances of single-cell RNA-seq and ATAC-seq technologies have propelled the development of many computational tools, …
Last updated on Oct 30, 2022
Slides
scReadSim: a single-cell RNA-seq and ATAC-seq read simulator
Partially Linear Additive Expectile Regression with Heavy-tailed Errors in High Dimension
Recently, high-dimensional heterogeneous data have attracted a lot of attention and discussion. Under heterogeneity, semiparametric …
Last updated on Oct 30, 2022
Slides
Partially Linear Additive Expectile Regression with Heavy-tailed Errors in High Dimension

Publications

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Guan'ao Yan, Jingyi Jessica Li (2022). scReadSim: a single-cell RNA-seq and ATAC-seq read simulator. bioRxiv.

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Songqiao Tang, Huiyu Wang, Guan'ao Yan, Lixin Zhang (2022). Empirical likelihood based tests for detecting the presence of significant predictors in marginal quantile regression. Metrika.

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Shengquan Chen, Guan'ao Yan, Wenyu Zhang, Jinzhao Li, Rui Jiang, Zhixiang Lin (2021). RA3 is a reference-guided approach for epigenetic characterization of single cells. Nature communications.

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Jun Zhao, Guan'ao Yan, Yi Zhang (2021). Robust estimation and shrinkage in ultrahigh dimensional expectile regression with heavy tails and variance heterogeneity. Statistical Papers.

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Jun Zhao, Guan'ao Yan, Yi Zhang (2019). Semiparametric expectile regression for high-dimensional heavy-tailed and heterogeneous data. arXiv.

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