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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. -
ivmodel: An R package for inference and sensitivity analysis of…
https://www.statslab.cam.ac.uk/~qz280/publication/iv-model/3 Jun 2024: Search. ivmodel: An R package for inference and sensitivity analysis of instrumental variables models with one endogenous variable. Hyunseung Kang, Yang Jiang, Qingyuan Zhao, Dylan Small. February 2020Abstract. Vignette of an R package for -
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. -
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. -
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. -
BETS: The dangers of selection bias in early analyses of the…
https://www.statslab.cam.ac.uk/~qz280/talk/ido-2021/3 Jun 2024: Search. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. Date. 2021-03-24 4:00 PM — 5:00 PM. Location. Infectious disease outbreaks webinar. 2024. Powered by the Academic theme forCite. -
Causal Inference (Part III, Michaelmas 2023) | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/3 Jun 2024: Search. Causal Inference (Part III, Michaelmas 2023). 2023-10-05. This is a 16-lecture course on causal inference, the statistical science of drawing causal conclusions from experimental and non-experimental data. [Updated: <2023-11-23 Thu>]. -
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. -
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. -
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. -
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 -
Small Data, Big Time—A retrospect of the first weeks of COVID-19 |…
https://www.statslab.cam.ac.uk/~qz280/talk/rss-2021/3 Jun 2024: Search. Small Data, Big Time—A retrospect of the first weeks of COVID-19. Date. 2021-09-08 5:15 PM — 7:15 PM. Event. RSS Annual Conference, Discussion Meeting. Location. Manchester, UK. 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 -
Ashkan Ertefaie | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/ashkan-ertefaie/3 Jun 2024: Search. Ashkan Ertefaie. Latest. Selective inference for effect modification via the lasso. 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 -
Confounder selection via iterative graph expansion | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/graph-expansion/3 Jun 2024: Search. Confounder selection via iterative graph expansion. F Richard Guo, Qingyuan Zhao. September 2023Abstract. Confounder selection, namely choosing a set of covariates to control for confounding between a treatment and an outcome, is arguably -
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 -
BETS: The dangers of selection bias in early analyses of the…
https://www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020/3 Jun 2024: Search. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. Date. 2020-05-05. Event. Yale Biostatistics Seminar. Location. Department of Biostatistics, Yale University. 2024. Powered by the Academic -
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. -
Multiple conditional randomization tests | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/multiple-crts/3 Jun 2024: Search. Multiple conditional randomization tests. Yao Zhang, Qingyuan Zhao. April 2021Abstract. We propose a general framework for (multiple) conditional randomization tests that incorporate several important ideas in the recent literature. We -
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. -
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. -
Talks | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/3 Jun 2024: Search. Talks. 2024. Design: The Elusive Principle of Statistics. 2024-03-07 1:00 PM — 2:00 PM University of Oxford. 2024-02-13 2:00 PM — 3:00 PM University of East Anglia. 2024-02-08 2:00 PM — 3:00 PM London School of Economics and Political -
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. -
Factor Analysis | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/factor-analysis/3 Jun 2024: Search. Factor Analysis. 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 -
Cross-screening in observational studies that test many hypotheses |…
https://www.statslab.cam.ac.uk/~qz280/publication/cross-screening/3 Jun 2024: Search. Cross-screening in observational studies that test many hypotheses. Qingyuan Zhao, Dylan Small, Paul Rosenbaum. March 2017Abstract. This paper proposes a new method called ‘cross-screening’ to increase the power of sensitivity analysis -
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 -
Chin Yang Shapland | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/chin-yang-shapland/3 Jun 2024: Search. Chin Yang Shapland. Latest. Profile-likelihood Bayesian model averaging for two-sample summary data Mendelian randomization in the presence of horizontal pleiotropy. 2024. Powered by the Academic theme forCite. -
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 -
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 -
Sensitivity Analysis | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/sensitivity-analysis/3 Jun 2024: Search. Sensitivity Analysis. A new approach to sensitivity analysis in linear SEMs using stochastic optimization and the $R2$-calculus. Sensitivity analysis is widely recognized as a critical step in an observational study but is seldom found in -
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. -
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. -
M. Maria Glymour | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/m.-maria-glymour/3 Jun 2024: Search. M. Maria Glymour. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite. -
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. -
Matthew Tudball | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/matthew-tudball/3 Jun 2024: Search. Matthew Tudball. Latest. Sample-constrained partial identification with application to selection bias. 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. -
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. -
Daniel Percival | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/daniel-percival/3 Jun 2024: Search. Daniel Percival. Latest. Entropy balancing is doubly robust. 2024. Powered by the Academic theme forCite. -
Two-sample instrumental variable analyses using heterogeneous samples …
https://www.statslab.cam.ac.uk/~qz280/publication/two-sample-iv/3 Jun 2024: Search. Two-sample instrumental variable analyses using heterogeneous samples. Qingyuan Zhao, Jingshu Wang, Wes Spiller, Jack Bowden, Dylan Small. August 2017Abstract. Many modern IV studies (especially Mendelian Randomization) are carried out with -
Michael V. Holmes | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/michael-v.-holmes/3 Jun 2024: Search. Michael V. Holmes. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite. -
On sensitivity value of pair-matched observational studies | Qingyuan …
https://www.statslab.cam.ac.uk/~qz280/publication/sensitivity-value/3 Jun 2024: Search. On sensitivity value of pair-matched observational studies. February 2017Abstract. A crucial quantity in Rosenbaum’s sensitivity analysis is the ‘sensitivity value’, the amount of unmeasured confounding needed to alter the qualitative -
BETS: The dangers of selection bias in early analyses of the…
https://www.statslab.cam.ac.uk/~qz280/talk/ghent-2021/3 Jun 2024: Search. BETS: The dangers of selection bias in early analyses of the coronavirus disease (COVID-19) pandemic. Abstract. The coronavirus disease 2019 (COVID-19) has quickly grown from a regional outbreak in Wuhan, China to a global pandemic. Early -
Causal Inference with Observational Data: Common Designs and…
https://www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/3 Jun 2024: Search. Causal Inference with Observational Data: Common Designs and Statistical Methods (2023). Course description. Observational studies are non-interventional empirical investigations of causal effects and are playing an increasingly vital role -
Covariate balancing propensity score by tailored loss functions |…
https://www.statslab.cam.ac.uk/~qz280/publication/balancing-loss/3 Jun 2024: Search. Covariate balancing propensity score by tailored loss functions. January 2016Abstract. This paper extends the dual interpretation of entropy balancing to general situations and proposes a tailored loss function. Minimizing this loss function -
Multiple Testing | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/multiple-testing/3 Jun 2024: Search. Multiple Testing. 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 article, we provide a unifying -
Infectious-Diseases | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/infectious-diseases/3 Jun 2024: Search. Infectious-Diseases. 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: -
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. -
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
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