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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: -
Corpus | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/corpus/3 Jun 2024: Search. Corpus. How infectious was COVID-19 when it first circulated in Wuhan?. This is given to A-level students. 2024. Powered by the Academic theme forCite. -
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 -
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 -
Authors | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/authors/3 Jun 2024: Search. Authors. 2024. Powered by the Academic theme forCite. -
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 -
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 -
Workflow | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/workflow/3 Jun 2024: Search. Workflow. Migrating my website to Hugo Academic ox-hugo. Update <2021-05-30 Sun>: A template of this website is now available on GitHub. Being stuck at home during the pandemic, as miserable as it is, actually helps me to redesign my working -
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 -
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. -
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. -
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. -
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 -
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 -
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. -
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. -
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. -
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. -
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. -
Using Mendelian randomization to discover biological mechanisms |…
https://www.statslab.cam.ac.uk/~qz280/talk/jsm-2023/3 Jun 2024: Search. Using Mendelian randomization to discover biological mechanisms. Date. 2023-08-10 —. Joint Statistical Meeting (2023). Location. Toronto, Canada. 2024. Powered by the Academic theme forCite. -
Multiple conditional randomization tests | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/mcp-2022/3 Jun 2024: Search. Multiple conditional randomization tests. Date. 2022-08-31 1:45 PM — 2:15 PM. Multiple Conference 2022. Location. Bremen, Germany. 2024. Powered by the Academic theme forCite. -
Hyunseung Kang | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/hyunseung-kang/3 Jun 2024: Search. Hyunseung Kang. Latest. 2024. Powered by the Academic theme forCite. -
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. -
What is a randomization test? | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/single-crt/3 Jun 2024: Search. What is a randomization test? Yao Zhang, Qingyuan Zhao. March 2022Abstract. The meaning of randomization tests has become obscure in statistics education and practice over the last century. This article makes a fresh attempt at rectifying -
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. -
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 -
Katarzyna Reluga | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/katarzyna-reluga/3 Jun 2024: Search. Katarzyna Reluga. Latest. A unified analysis of regression adjustment in randomized experiments. 2024. Powered by the Academic theme forCite. -
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. -
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. -
Jun Shao | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/jun-shao/3 Jun 2024: Search. Jun Shao. Latest. 2024. Powered by the Academic theme forCite. -
Wenjie Hu | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/wenjie-hu/3 Jun 2024: Search. Wenjie Hu. Latest. A constructive approach to selective risk control. 2024. Powered by the Academic theme forCite. -
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. -
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. -
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 -
Zixuan Wu | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/zixuan-wu/3 Jun 2024: Search. Zixuan Wu. Latest. Causal mediation analysis for time-varying heritable risk factors with Mendelian Randomization. 2024. Powered by the Academic theme forCite. -
Eleanor Sanderson | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/eleanor-sanderson/3 Jun 2024: Search. Eleanor Sanderson. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite. -
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. -
Weijie Su | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/weijie-su/3 Jun 2024: Search. Weijie Su. Latest. Multiple testing when many $p$-values are uniformly conservative. 2024. Powered by the Academic theme forCite. -
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 -
Zhen Miao | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/zhen-miao/3 Jun 2024: Search. Zhen Miao. Latest. A Mendelian randomization study of the role of lipoprotein subfractions in coronary artery disease. 2024. Powered by the Academic theme forCite. -
Robert Tibshirani | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/robert-tibshirani/3 Jun 2024: Search. Robert Tibshirani. Latest. Comment on 'Causal inference using invariant prediction'. 2024. Powered by the Academic theme forCite. -
Causal-Inference | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/causal-inference/3 Jun 2024: Search. Causal-Inference. Selective Randomization Inference for Adaptive Experiments. We apply ideas from post-selection inference to randomization tests for adaptive experiments. A new Bayesian full-information method for life-course Mendelian -
Design: The Elusive Principle of Statistics | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/oxford-2024/3 Jun 2024: Search. Design: The Elusive Principle of Statistics. Date. 2024-03-07 1:00 PM — 2:00 PM. Location. University of Oxford. 2024. Powered by the Academic theme forCite. -
Zijun Gao | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/zijun-gao/3 Jun 2024: Search. Zijun Gao. Latest. 2024. Powered by the Academic theme forCite. -
Mendelian randomization: A tutorial | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/mr-tutorial/3 Jun 2024: Search. Mendelian randomization: A tutorial. Abstract. Tutorial talk for the theory, methods, and practice of Mendelian randomization. Date. 2019-07-12. Event. Causal Inference Summer Institute 2019. Location. Rutgers University, School of Public -
Tom Palmer | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/tom-palmer/3 Jun 2024: Search. Tom Palmer. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite. -
Sensitivity Analysis with the $R^2$-calculus | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/r2-calculus/3 Jun 2024: Search. Sensitivity Analysis with the $R2$-calculus. Tobias Freidling, Qingyuan Zhao. January 2023R$-sensitivity contours for the lower end of the estimated partially identified region. Abstract. Causal inference necessarily relies upon untestable -
Estimation and prediction in sparse and unbalanced tables | Qingyuan…
https://www.statslab.cam.ac.uk/~qz280/publication/hanova/3 Jun 2024: Search. Estimation and prediction in sparse and unbalanced tables. Qingyuan Zhao, Trevor Hastie, Daryl Pregibon. March 2017Abstract. When there is a multi-way table where each dimension has large number of levels, it is computationally intensive to -
Phyllis Ju | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/phyllis-ju/3 Jun 2024: Search. Phyllis Ju. Latest. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. 2024. Powered by the Academic theme forCite. -
Rajen Shah | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/rajen-shah/3 Jun 2024: Search. Rajen Shah. Latest. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. 2024. Powered by the Academic theme forCite.
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