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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 -
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 -
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 -
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 -
Design | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/design/3 Jun 2024: Search. Design. We provide a unified review of various confounder selection criteria in the literature and the assumptions behind them. 2024. Powered by the Academic theme forCite. -
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 -
Mechanism | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/mechanism/3 Jun 2024: Search. Mechanism. Using Mendelian randomization to discover biological mechanisms. 2024. Powered by the Academic theme forCite. -
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. -
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. -
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. -
Discovering mechanistic heterogeneity using Mendelian randomization | …
https://www.statslab.cam.ac.uk/~qz280/talk/pcic-2020/3 Jun 2024: Search. Discovering mechanistic heterogeneity using Mendelian randomization. Abstract. Mendelian Randomization (MR) is a popular method in epidemiology and genetics that uses genetic variation as instrumental variables for causal inference. Existing -
Hera Y He | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/hera-y-he/3 Jun 2024: Search. Hera Y He. Latest. 2024. Powered by the Academic theme forCite. -
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. -
Using sparsity to overcome unmeasured confounding | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/iscb-2020/3 Jun 2024: Search. Using sparsity to overcome unmeasured confounding. Abstract. Sparsity is often used to improve the interpretability of a statistical analysis and/or reduce the variance of a statistical estimator. This talk will explore another aspect—the -
Randomization | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/randomization/3 Jun 2024: Search. Randomization. Selective Randomization Inference for Adaptive Experiments. We apply ideas from post-selection inference to randomization tests for adaptive experiments. Discussion on (quasi-)randomization inference. The following is an email -
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. -
Jack Bowden | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/jack-bowden/3 Jun 2024: Search. Jack Bowden. Latest. 2024. Powered by the Academic theme forCite. -
Debbie Lawlor | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/debbie-lawlor/3 Jun 2024: Search. Debbie Lawlor. Latest. Improving the accuracy of two-sample summary data Mendelian randomization: moving beyond the NOME assumption. 2024. Powered by the Academic theme forCite. -
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. -
Nuala Sheehan | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/nuala-sheehan/3 Jun 2024: Search. Nuala Sheehan. Latest. Improving the accuracy of two-sample summary data Mendelian randomization: moving beyond the NOME assumption. 2024. Powered by the Academic theme forCite. -
Art B Owen | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/art-b-owen/3 Jun 2024: Search. Art B Owen. Latest. Permutation $p$-value approximation via generalized Stolarsky invariance. 2024. Powered by the Academic theme forCite. -
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 -
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 -
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. -
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. -
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. -
Simultaneous hypothesis testing using negative controls | Qingyuan…
https://www.statslab.cam.ac.uk/~qz280/talk/upenn-2023/3 Jun 2024: Search. Simultaneous hypothesis testing using negative controls. Abstract. Negative control is a common technique in scientific investigations and broadly refers to the situation where a null effect (“negative result”) is expected. Motivated by -
Jingshu Wang | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/jingshu-wang/3 Jun 2024: Search. Jingshu Wang. Latest. 2024. Powered by the Academic theme forCite. -
Confounder selection via iterative graph expansion | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/lse-2024/3 Jun 2024: Search. Confounder selection via iterative graph expansion. Date. 2024-02-08 2:00 PM — 3:00 PM. Event. Joint Econometrics and Statistics Seinar. Location. London School of Economics and Political Science (LSE). 2024. Powered by the Academic theme -
BETS: The dangers of selection bias in early analyses of the…
https://www.statslab.cam.ac.uk/~qz280/talk/osu-2020/3 Jun 2024: Search. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. Date. 2020-09-24. Event. OSU Statistics Seminar. Location. Department of Statistics, Ohio State University. 2024. Powered by the Academic -
Machine Learning | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/machine-learning/3 Jun 2024: Search. Machine Learning. Comment: Will competition-winning methods for causal inference also succeed in practice?. This is an invited commentary for Statistical Science on the causal inference data competition in ACIC 2016. Causal interpretations -
Social Sciences | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/social-sciences/3 Jun 2024: Search. Social Sciences. Performance evaluation with latent factors. We use the Confounder Adjusted Testing and Estimating (CATE) proposed in our previous paper to estimate the abnormal return (aka 'alpha') of U.S. equity mutual funds. When funds -
Statistical inference in two-sample summary-data Mendelian…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-raps/3 Jun 2024: Search. Statistical inference in two-sample summary-data Mendelian randomization using robust adjusted profile score. Qingyuan Zhao, Jingshu Wang, Gibran Hemani, Jack Bowden, Dylan Small. January 2018Abstract. We provide a comprehensive theoretical -
Anand Rajaraman | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/anand-rajaraman/3 Jun 2024: Search. Anand Rajaraman. Latest. SEISMIC: A self-exciting point process model for predicting tweet popularity. 2024. Powered by the Academic theme forCite. -
Cosetta Minelli | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/cosetta-minelli/3 Jun 2024: Search. Cosetta Minelli. Latest. Improving the accuracy of two-sample summary data Mendelian randomization: moving beyond the NOME assumption. 2024. Powered by the Academic theme forCite. -
Discussion on 'Causal Inference in Genetic Trio Studies' |…
https://www.statslab.cam.ac.uk/~qz280/talk/ocis-2021/3 Jun 2024: Search. Discussion on 'Causal Inference in Genetic Trio Studies'. Date. 2021-01-26. Online Causal Inference Seminar. Location. Online Causal Inference Seminar (Zoom meeting). 2024. Powered by the Academic theme forCite. -
Resources for Mendelian randomization | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/post/mr-software/3 Jun 2024: Search. Resources for Mendelian randomization. 2019-08-01 1 min read. This page collects some useful resources for people interested in Mendelian randomization. Software. MR-RAPS. The statistical methods for univariate summary-data MR are -
A Mendelian randomization study of the role of lipoprotein…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-lipids/3 Jun 2024: Search. A Mendelian randomization study of the role of lipoprotein subfractions in coronary artery disease. Qingyuan Zhao, Jingshu Wang, Zhen Miao, Nancy Zhang, Sean Hennessy, Dylan Small, Daniel Rader. July 2019Type. Publication. eLife. 2024. -
Negative Control | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/negative-control/3 Jun 2024: Search. Negative Control. Simultaneous hypothesis testing using negative controls. Negative control is a common technique in scientific investigations and broadly refers to the situation where a null effect (“negative result”) is expected. -
Leverage Mendelian Randomization to Learn Meaningful Representations…
https://www.statslab.cam.ac.uk/~qz280/talk/lmrl-2021/3 Jun 2024: Search. Leverage Mendelian Randomization to Learn Meaningful Representations (LMR2). Date. 2021-12-14 5:30 PM — 6:00 PM. Learn Meaningful Representations of Life (NeurIPS workshop). Location. LMRL NeurIPS workshop. 2024. Powered by the Academic -
Selection Bias | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/selection-bias/3 Jun 2024: Search. Selection Bias. 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. A note on post-treatment -
Ting Ye | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/ting-ye/3 Jun 2024: Search. Ting Ye. Latest. 2024. Powered by the Academic theme forCite. -
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. -
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 -
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. -
Dylan Small | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/dylan-small/3 Jun 2024: Search. Dylan Small. Latest. 2024. Powered by the Academic theme forCite. -
Yang Song | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/yang-song/3 Jun 2024: Search. Yang Song. Latest. Performance evaluation with latent factors. 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.
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