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  2. Teaching | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/teaching/
    3 Jun 2024: Search. Teaching. Causal Inference (Part III, Michaelmas 2023). 16-lecture course on causal inference, the statistical science of drawing causal conclusions from experimental and non-experimental data. Causal Inference with Observational Data:

  3. Useful links | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/links/
    3 Jun 2024: Search. Useful links. Maths & Stats. Tripos papers sorted by course. Research in the CMS for undergraduate students. You and Your Research by Richard Hamming. Computing. R Packages: Organize, Test, Document, and Share Your Code by Hadley Wickham. A

  4. Authors | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/authors/
    3 Jun 2024: Search. Authors. 2024. Powered by the Academic theme forCite.

  5. Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/
    3 Jun 2024: Search. Qingyuan Zhao. University Associate Professor in Statistics. About. I am a University Associate Professor of Statistics in the Statistical Laboratory, Department of Pure Mathematics and Mathematical Statistics (DPMMS) at University of

  6. Causal interpretations of black-box models | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/pdp/
    3 Jun 2024: Search. Causal interpretations of black-box models. Qingyuan Zhao, Trevor Hastie. August 2016Abstract. We link Friedman’s partial dependence plot with Pearl’s backdoor adjustment formula. We discuss situations when possible causal

  7. Fisher | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/fisher/
    3 Jun 2024: Search. Fisher. Discussion on (quasi-)randomization inference. The following is an email exchange with Hyunseung Kang on the nature of randomization inference. This was sparked by a couple of papers by David Freedman and David Lane: A Nonstochastic

  8. | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/featured/
    3 Jun 2024: Search. Featured Publications. A constructive approach to selective risk control. Many modern applications require the use of data to both select the statistical tasks and make valid inference after selection. In this …. Zijun Gao, Wenjie Hu,

  9. Students | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/students/
    3 Jun 2024: Search. Students. Postdocs. Katarzyna Reluga: 2020–2021. Zijun Gao: 2022-2023. Ph.D. students. Matt Tudball (co-supervision): 2018–2023. Tobias Freidling: 2020–. Joakim Blach Andersen: 2021–. Max Zhu: 2022–. Undergraduate students. Etaash

  10. Multiple conditional randomization tests | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/berkeley-2021/
    3 Jun 2024: Search. Multiple conditional randomization tests. Date. 2021-09-29 9:30 PM — 10:30 PM. Event. UC Berkeley Causal Inference Group. Location. UC Berkeley Causal Inference Group. 2024. Powered by the Academic theme forCite.

  11. COVID-19 | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/covid-19/
    3 Jun 2024: Search. COVID-19. To be read before The Royal Statistical Society at the Society's 2021 annual conference held in Manchester on Wednesday, September 8th, 2021, the President, Professor Sylvia Richardson, in the Chair. Letter to the editor:

  12. Matt Tudball | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/matt-tudball/
    3 Jun 2024: Search. Matt Tudball. Latest. 2024. Powered by the Academic theme forCite.

  13. Jordan Weiss | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/jordan-weiss/
    3 Jun 2024: Search. Jordan Weiss. Latest. Selecting and ranking individualized treatment rules with unmeasured confounding. 2024. Powered by the Academic theme forCite.

  14. PathGPS: Discover shared genetic architecture using biobank data |…

    https://www.statslab.cam.ac.uk/~qz280/publication/pathgps/
    3 Jun 2024: Search. PathGPS: Discover shared genetic architecture using biobank data. Zijun Gao, Trevor Hastie, Qingyuan Zhao. May 2022Abstract. The increasing availability and scale of Genome Wide Association Studies (GWAS) bring new horizons for understanding

  15. SEISMIC: A self-exciting point process model for predicting tweet…

    https://www.statslab.cam.ac.uk/~qz280/publication/seismic/
    3 Jun 2024: Search. SEISMIC: A self-exciting point process model for predicting tweet popularity. Qingyuan Zhao, Murat A Erdogdu, Hera Y He, Anand Rajaraman, Jure Leskovec. August 2015Abstract. We study a simple but extremely noisy form of information

  16. Kate Tilling | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/kate-tilling/
    3 Jun 2024: Search. Kate Tilling. Latest. 2024. Powered by the Academic theme forCite.

  17. Daniel Rader | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/daniel-rader/
    3 Jun 2024: Search. Daniel Rader. Latest. A Mendelian randomization study of the role of lipoprotein subfractions in coronary artery disease. 2024. Powered by the Academic theme forCite.

  18. Posts | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/
    3 Jun 2024: Search. Posts. Macros for graph separations. In a recent paper by Richard Guo and me, we proposed a systematic way to select confounders by eliciting expert opinion. We invented some new notation to distinguish some different types of graph

  19. Causal Graphs | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/causal-graphs/
    3 Jun 2024: Search. Causal Graphs. We propose a systematic way to select confounders. Almost exact Mendelian randomization. By combining causal graphs and randomization inference, a formal justification for Mendelian randomization is given in the context of with

  20. Chris Wallace | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/chris-wallace/
    3 Jun 2024: Search. Chris Wallace. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite.

  21. Jean Morrison | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/jean-morrison/
    3 Jun 2024: Search. Jean Morrison. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite.

  22. BETS: The dangers of selection bias in early analyses of the…

    https://www.statslab.cam.ac.uk/~qz280/publication/covid-19-bets/
    3 Jun 2024: Search. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. Qingyuan Zhao, Phyllis Ju, Sergio Bacallado, Rajen Shah. April 2020Abstract. We developed a generative model for key epidemiological events

  23. Marcus Munafo | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/marcus-munafo/
    3 Jun 2024: Search. Marcus Munafo. Latest. Mendelian randomization with coarsened exposures. 2024. Powered by the Academic theme forCite.

  24. Charles Zheng | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/charles-zheng/
    3 Jun 2024: Search. Charles Zheng. Latest. Comment on 'Causal inference using invariant prediction'. 2024. Powered by the Academic theme forCite.

  25. Sean Hennessy | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/sean-hennessy/
    3 Jun 2024: Search. Sean Hennessy. Latest. A Mendelian randomization study of the role of lipoprotein subfractions in coronary artery disease. 2024. Powered by the Academic theme forCite.

  26. Jure Leskovec | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/jure-leskovec/
    3 Jun 2024: Search. Jure Leskovec. Latest. SEISMIC: A self-exciting point process model for predicting tweet popularity. 2024. Powered by the Academic theme forCite.

  27. Permutation $p$-value approximation via generalized Stolarsky…

    https://www.statslab.cam.ac.uk/~qz280/publication/stolarsky/
    3 Jun 2024: Search. Permutation $p$-value approximation via generalized Stolarsky invariance. Hera Y He, Kinjal Basu, Qingyuan Zhao, Art B Owen. March 2016Abstract. This paper uses a generalized Stolarsky’s invariance principle to approximate the permutation

  28. Alec Christie | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/alec-christie/
    3 Jun 2024: Search. Alec Christie. Latest. Quantifying and addressing the prevalence and bias of study designs in the environmental and social sciences. 2024. Powered by the Academic theme forCite.

  29. John Thompson | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/john-thompson/
    3 Jun 2024: Search. John Thompson. Latest. Improving the accuracy of two-sample summary data Mendelian randomization: moving beyond the NOME assumption. 2024. Powered by the Academic theme forCite.

  30. The cycle of statistical research | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/ccimi-2020/
    3 Jun 2024: Search. The cycle of statistical research. Abstract. More than fifty years ago, John Tukey first envisioned a field we now call “Data Science” (he called it “Data Analysis”) to replace academic statistics. George Box, who famously said

  31. Gibran Hemani | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/gibran-hemani/
    3 Jun 2024: Search. Gibran Hemani. Latest. 2024. Powered by the Academic theme forCite.

  32. Bootstrapping sensitivity analysis | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/jsm-2020/
    3 Jun 2024: Search. Bootstrapping sensitivity analysis. Date. 2020-08-03. Event. JSM 2020. Location. JSM 2020 (Virtual). 2024. Powered by the Academic theme forCite.

  33. Trevor Hastie | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/trevor-hastie/
    3 Jun 2024: Search. Trevor Hastie. Latest. 2024. Powered by the Academic theme forCite.

  34. A latent mixture model for heterogeneous causal mechanisms in…

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-path/
    3 Jun 2024: Search. A latent mixture model for heterogeneous causal mechanisms in Mendelian randomization. Daniel Iong, Qingyuan Zhao, Yang Chen. July 2020Scatterplot of BMI-T2D data with MC-EM parameter estimates. Abstract. Mendelian Randomization (MR) is a

  35. Etaash Katiyar | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/etaash-katiyar/
    3 Jun 2024: Search. Etaash Katiyar. Latest. On testing mean proportionality of multivariate normal variables. 2024. Powered by the Academic theme forCite.

  36. Marshall Joffe | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/marshall-joffe/
    3 Jun 2024: Search. Marshall Joffe. Latest. A note on post-treatment selection in studying racial discrimination in policing. 2024. Powered by the Academic theme forCite.

  37. Daryl Pregibon | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/daryl-pregibon/
    3 Jun 2024: Search. Daryl Pregibon. Latest. Estimation and prediction in sparse and unbalanced tables. 2024. Powered by the Academic theme forCite.

  38. Paul Rosenbaum | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/paul-rosenbaum/
    3 Jun 2024: Search. Paul Rosenbaum. Latest. Cross-screening in observational studies that test many hypotheses. 2024. Powered by the Academic theme forCite.

  39. Rachael Hughes | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/rachael-hughes/
    3 Jun 2024: Search. Rachael Hughes. Latest. 2024. Powered by the Academic theme forCite.

  40. Confounder selection via iterative graph expansion | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/pcic-2023/
    3 Jun 2024: Search. Confounder selection via iterative graph expansion. Date. 2023-09-17 12:00 AM — 12:00 AM. Pacific Causal Inference Conference. Location. Peking University, China. 2024. Powered by the Academic theme forCite.

  41. Art Owen | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/art-owen/
    3 Jun 2024: Search. Art Owen. Latest. Confounder adjustment in multiple hypothesis testing. 2024. Powered by the Academic theme forCite.

  42. Fun-Posts | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/fun-posts/
    3 Jun 2024: Search. Fun-Posts. Amusing counterfactual inference (by words). My good friend Joshua Loftus and I spent some 30 minutes to crack (at least we think we did!) a counterfactual inference made in a speech in the House of Commons in London in 1850 by

  43. Tobias Freidling | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/tobias-freidling/
    3 Jun 2024: Search. Tobias Freidling. Latest. 2024. Powered by the Academic theme forCite.

  44. Confounder adjustment in multiple hypothesis testing | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/cate/
    3 Jun 2024: Search. Confounder adjustment in multiple hypothesis testing. Jingshu Wang, Qingyuan Zhao, Trevor Hastie, Art Owen. August 2015Abstract. Confounding introduces hidden bias to the statistical inference. We show in modern simultaneous testing, it is

  45. F Richard Guo | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/f-richard-guo/
    3 Jun 2024: Search. F Richard Guo. Latest. 2024. Powered by the Academic theme forCite.

  46. Amanda Ly | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/amanda-ly/
    3 Jun 2024: Search. Amanda Ly. Latest. Mendelian randomization with coarsened exposures. 2024. Powered by the Academic theme forCite.

  47. COVID-19 (project page) | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/project/covid-19/
    3 Jun 2024: Search. COVID-19 (project page). 2020-07-24. Publications. Small Data, Big Time—A retrospect of the first weeks of COVID-19. To be read before The Royal Statistical Society at the Society’s 2021 annual conference held in Manchester on Wednesday,

  48. Yanyao Yi | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/yanyao-yi/
    3 Jun 2024: Search. Yanyao Yi. Latest. Toward Better Practice of Covariate Adjustment in Analyzing Randomized Clinical Trials. 2024. Powered by the Academic theme forCite.

  49. Sergio Bacallado | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/sergio-bacallado/
    3 Jun 2024: Search. Sergio Bacallado. Latest. 2024. Powered by the Academic theme forCite.

  50. The randomization principle in causal inference: A modern look at…

    https://www.statslab.cam.ac.uk/~qz280/talk/imperial-2022/
    3 Jun 2024: Search. The randomization principle in causal inference: A modern look at some old ideas. Abstract. Randomization is a fundamental principle in causal inference and was first proposed by R A Fisher about a century ago. Although randomization has now

  51. Two High-Profile Examples of Selection Bias | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/uw-csss-2022/
    3 Jun 2024: Search. Two High-Profile Examples of Selection Bias. Abstract. This talk will examine the selection bias that occurred in studying some most contentious problems. In the first case study, we will look at the estimation of the growth rate and

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