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  2. MR Data Challenge 2019 | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/mr-raps-markdown/
    3 Jun 2024: Search. MR Data Challenge 2019. The role of lipoprotein subfractions in coronary artery disease. Abstract. This report entered the 2019 MR Data Challenge and contains reproducible R code for our analysis. Date. 2019-07-19. Event. Mendelian
  3. Mendelian randomization | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-primer/
    3 Jun 2024: Search. Mendelian randomization. Eleanor Sanderson, M. Maria Glymour, Michael V. Holmes, Hyunseung Kang, Jean Morrison, Marcus R. Munafò, Tom Palmer, C. Mary Schooling, Chris Wallace, Qingyuan Zhao, George Davey Smith. February 2022Abstract.
  4. 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
  5. Effect Modification | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/effect-modification/
    3 Jun 2024: Search. Effect Modification. Selecting and ranking individualized treatment rules with unmeasured confounding. Optimal individualized treatment rules try to assign the best treatment to every individual, but it may be very sensitive to unmeasured
  6. Randomized Experiment | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/randomized-experiment/
    3 Jun 2024: Search. Randomized Experiment. A unified analysis of regression adjustment in randomized experiments. Regression adjustment is broadly applied in randomized trials under the premise that it usually improves the precision of a treatment effect
  7. Profile-likelihood Bayesian model averaging for two-sample summary…

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-model-averaging/
    3 Jun 2024: Search. Profile-likelihood Bayesian model averaging for two-sample summary data Mendelian randomization in the presence of horizontal pleiotropy. Chin Yang Shapland, Qingyuan Zhao, Jack Bowden. February 2020Type. Publication. Statistics in Medicine.
  8. The statistics of summary-data Mendelian randomization | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/mr-conference-2019/
    3 Jun 2024: Search. The statistics of summary-data Mendelian randomization. Abstract. Invited talk giving an overview of my research on summary-data Mendelian randomization. Date. 2019-07-17. Event. Mendelian Randomization Conference, 2019. Location. MRC
  9. Selective Inference | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/selective-inference/
    3 Jun 2024: Search. Selective Inference. Selective Randomization Inference for Adaptive Experiments. We apply ideas from post-selection inference to randomization tests for adaptive experiments. A constructive approach to selective risk control. Many modern
  10. 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
  11. Powerful three-sample genome-wide design and robust statistical…

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-partially-bayes/
    3 Jun 2024: Search. Powerful three-sample genome-wide design and robust statistical inference in summary-data Mendelian randomization. Qingyuan Zhao, Yang Chen, Jingshu Wang, Dylan Small. April 2018Abstract. We extend the MR-RAPS method in our previous paper
  12. Bayesian Statistics | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/bayesian-statistics/
    3 Jun 2024: Search. Bayesian Statistics. Letter to the editor: Generation interval for COVID-19 based on symptom onset data. The purpose of this letter is to raise a few issues with the methodology of a recent paper by Ganyani et al. [1], which aimed to
  13. Qingyuan Zhao | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/qingyuan-zhao/
    3 Jun 2024: Search. Qingyuan Zhao. University Associate Professor in Statistics. I am a University Associate Professor of Statistics in the Statistical Laboratory, Department of Pure Mathematics and Mathematical Statistics (DPMMS) at University of Cambridge, a
  14. Mendelian randomization: Old and new insights | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/penn-biostat-2021/
    3 Jun 2024: Search. Mendelian randomization: Old and new insights. Abstract. Mendelian randomization (MR) is a method for causal inference that utilizes the natural experiment in genetic inheritance. The idea of MR can be traced back to the dawn of modern
  15. Sensitivity analysis for observational studies | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020-2/
    3 Jun 2024: Search. Sensitivity analysis for observational studies. Abstract. Sensitivity analysis is widely recognized as a critical step in an observational study but is seldom found in applications. One reason for its underuse is the various forms of model,
  16. Bhaswar Bhattarcharya | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/bhaswar-bhattarcharya/
    3 Jun 2024: Search. Bhaswar Bhattarcharya. Latest. Sensitivity analysis for inverse probability weighting estimators via the percentile bootstrap. 2024. Powered by the Academic theme forCite.
  17. Statistical Modelling (Part II, Michaelmas 2022) | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/
    3 Jun 2024: Search. Statistical Modelling (Part II, Michaelmas 2022). 2022-09-30. General information. This course consists of 16 lectures and 8 practical sessions. It complements the Part II Principles of Statistics, but takes a more applied perspective.
  18. George Davey Smith | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/george-davey-smith/
    3 Jun 2024: Search. George Davey Smith. Latest. 2024. Powered by the Academic theme forCite.
  19. www.statslab.cam.ac.uk/~qz280/post/index.xml

    www.statslab.cam.ac.uk/~qz280/post/index.xml
    3 Jun 2024: li> <li> <a href="https://core.ac.uk/download/pdf/208248069.pdf" target="_blank" rel="noopener">Models and statistical inference: The Fisher.
  20. Cambridge University Reporter 6745

    https://www.reporter.admin.cam.ac.uk/reporter/2023-24/weekly/6745/
    12 Jun 2024: No 6745. Wednesday 12 June 2024. Vol cliv No 35. pp. 658–698. Search. this issue. 2023-24. all issues. for. End of the Official Part of the ‘Reporter’. 2024 The Chancellor, Masters and Scholars of the University of Cambridge. Comments should
  21. www.statslab.cam.ac.uk/~qz280/tag/philosophy/index.xml

    www.statslab.cam.ac.uk/~qz280/tag/philosophy/index.xml
    3 Jun 2024: li> <li> <a href="https://core.ac.uk/download/pdf/208248069.pdf" target="_blank" rel="noopener">Models and statistical inference: The controversy between Fisher and Neyman–Pearson</a>.</li> </ol> ... href="https://core.ac.uk/download/pdf/208248069.pdf"
  22. Toward Better Practice of Covariate Adjustment in Analyzing…

    https://www.statslab.cam.ac.uk/~qz280/publication/covariate-adjustment/
    3 Jun 2024: Search. Toward Better Practice of Covariate Adjustment in Analyzing Randomized Clinical Trials. Ting Ye, Jun Shao, Yanyao Yi, Qingyuan Zhao. September 2020Abstract. In randomized clinical trials, adjustments for baseline covariates at both design
  23. Analysis of the epidemic growth of the early 2019-nCoV outbreak using …

    https://www.statslab.cam.ac.uk/~qz280/publication/covid-19-feb/
    3 Jun 2024: Search. Analysis of the epidemic growth of the early 2019-nCoV outbreak using internationally confirmed cases. Qingyuan Zhao, Yang Chen, Dylan Small. February 2020Abstract. We analyzed 46 2019-nCoV cases confirmed in Japan, Korea, Singapore, Taiwan,
  24. Publications | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/
    3 Jun 2024: Search. Publications. Type. Uncategorized. Conference paper. Journal article. Preprint. Date. 2024. 2023. 2022. 2021. 2020. 2019. 2018. 2017. 2016. 2015. Tobias Freidling, Qingyuan Zhao, Zijun Gao (2024). Zixuan Wu, Ethan Lewis, Qingyuan Zhao,
  25. Cambridge University Reporter 6744

    https://www.reporter.admin.cam.ac.uk/reporter/2023-24/weekly/6744/
    5 Jun 2024: No 6744. Wednesday 5 June 2024. Vol cliv No 34. pp. 623–657. Search. this issue. 2023-24. all issues. for. End of the Official Part of the ‘Reporter’. 2024 The Chancellor, Masters and Scholars of the University of Cambridge. Comments should be
  26. Anton Rask Lundborg | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/anton-rask-lundborg/
    3 Jun 2024: Search. Anton Rask Lundborg. Latest. Confounder selection: Objectives and approaches. 2024. Powered by the Academic theme forCite.
  27. Marcus R. Munafò | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/marcus-r.-munafo/
    3 Jun 2024: Search. Marcus R. Munafò. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite.
  28. Sensitivity analysis for inverse probability weighting estimators via …

    https://www.statslab.cam.ac.uk/~qz280/publication/sensitivity-ipw/
    3 Jun 2024: Search. Sensitivity analysis for inverse probability weighting estimators via the percentile bootstrap. Qingyuan Zhao, Dylan Small, Bhaswar Bhattarcharya. November 2017Abstract. Rosenbaum’s sensitivity analysis framework has several limitations: 1.
  29. Causal mediation analysis for time-varying heritable risk factors…

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-lifecourse/
    3 Jun 2024: Search. Causal mediation analysis for time-varying heritable risk factors with Mendelian Randomization. Zixuan Wu, Ethan Lewis, Qingyuan Zhao, Jingshu Wang. February 2024Abstract. Understanding the causal pathogenic mechanisms of diseases is crucial
  30. Falsification tests for instrumental variable designs with an…

    https://www.statslab.cam.ac.uk/~qz280/publication/iv-falsification/
    3 Jun 2024: Search. Falsification tests for instrumental variable designs with an application to tendency to operate. Luke Keele, Qingyuan Zhao, Rachel Kelz, Dylan Small. August 2018Abstract. We propose a falsification test for the IV assumptions using
  31. Mendelian randomization with coarsened exposures | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-latent-exposure/
    3 Jun 2024: Search. Mendelian randomization with coarsened exposures. Matt Tudball, Jack Bowden, Rachael Hughes, Amanda Ly, Marcus Munafo, Kate Tilling, Qingyuan Zhao, George Davey Smith. August 2020Abstract. A key assumption in Mendelian randomisation is that
  32. A note on post-treatment selection in studying racial discrimination…

    https://www.statslab.cam.ac.uk/~qz280/publication/policing-risk-ratio/
    3 Jun 2024: Search. A note on post-treatment selection in studying racial discrimination in policing. Qingyuan Zhao, Luke Keele, Dylan Small, Marshall Joffe. September 2020Abstract. We discuss some causal estimands used to study racial discrimination in policing
  33. Entropy balancing is doubly robust | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/entropy-balancing/
    3 Jun 2024: Search. Entropy balancing is doubly robust. Qingyuan Zhao, Daniel Percival. January 2015Abstract. We show a recently proposed method called Entropy Balancing is doubly robust, that is the causal effect estimator is consistent if the propensity score
  34. C. Mary Schooling | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/c.-mary-schooling/
    3 Jun 2024: Search. C. Mary Schooling. Latest. Mendelian randomization. 2024. Powered by the Academic theme forCite.
  35. STATISTICAL MODELLING Part IIC, Michaelmas 2021Practical 7: Binomial…

    www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P7.pdf
    3 Jun 2024: 20, based on our fitted model.Download the remaining fixtures from the course webpage using. > ... sim_table <- sim_table[, -1]. Now download the current standings of the teams with. >
  36. Welcome! - Churchill College

    https://www.chu.cam.ac.uk/study-here/postgraduate-applications/new-students/welcome/
    Thumbnail for Welcome! - Churchill College 10 Jun 2024: Please download our handy checklist and calendar of events.
  37. Randomization Inference | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/randomization-inference/
    3 Jun 2024: Search. Randomization Inference. Almost exact Mendelian randomization. By combining causal graphs and randomization inference, a formal justification for Mendelian randomization is given in the context of with-family studies. The randomization
  38. A constructive approach to selective risk control | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/selective-risk/
    3 Jun 2024: Search. A constructive approach to selective risk control. Zijun Gao, Wenjie Hu, Qingyuan Zhao. February 2024Abstract. Many modern applications require the use of data to both select the statistical tasks and make valid inference after selection. In
  39. 1 B U I L D I N G ...

    https://www.corporateleadersgroup.com/files/building_a_new_european_competitiveness_deal_v1.pdf
    22 May 2024: 1 B U I L D I N G A N E W E U R O P E A N C O M P E T I T I V E N E S S D E A L S I X T E S T S F O R A P R O S P E R O U S , R E S I L I E N T , F A I R A N D G R E E N E C O N O M Y. B R I E F I N G P AP E R M A Y 2 0 2 4. BUILDING A NEW EUROPEAN
  40. Comment on FDA draft guidance for industry FDA-2019-D-0934: Adjusting …

    https://www.statslab.cam.ac.uk/~qz280/publication/fda-comment-2021/
    3 Jun 2024: Search. Comment on FDA draft guidance for industry FDA-2019-D-0934: Adjusting for covariates in randomized clinical trials for drugs and biological products. Jun Shao, Ting Ye, Qingyuan Zhao. July 2021Abstract. This is a unsolicited commentary on
  41. Selective inference for effect modification via the lasso | Qingyuan…

    https://www.statslab.cam.ac.uk/~qz280/publication/effect-modification/
    3 Jun 2024: Search. Selective inference for effect modification via the lasso. Qingyuan Zhao, Dylan Small, Ashkan Ertefaie. May 2017Abstract. We approach the heterogeneous treatment effect problem in a novel way. Instead of trying to obtain the optimal
  42. Comment: Will competition-winning methods for causal inference also…

    https://www.statslab.cam.ac.uk/~qz280/publication/acic-competition-comment/
    3 Jun 2024: Search. Comment: Will competition-winning methods for causal inference also succeed in practice? Qingyuan Zhao, Luke Keele, Dylan Small. November 2018Abstract. This is an invited commentary for Statistical Science on the causal inference data
  43. Performance evaluation with latent factors | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/cate-mutual-fund/
    3 Jun 2024: Search. Performance evaluation with latent factors. Yang Song, Qingyuan Zhao. August 2018Abstract. We use the Confounder Adjusted Testing and Estimating (CATE) proposed in our previous paper to estimate the abnormal return (aka ‘alpha’) of U.S.
  44. Exploratory Data Analysis | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/exploratory-data-analysis/
    3 Jun 2024: Search. Exploratory Data Analysis. PathGPS: Discover shared genetic architecture using biobank data. The increasing availability and scale of Genome Wide Association Studies (GWAS) bring new horizons for understanding biological mechanisms. PathGPS
  45. Selective inference for effect modification: An empirical…

    https://www.statslab.cam.ac.uk/~qz280/publication/effect-modification-acic/
    3 Jun 2024: Search. Selective inference for effect modification: An empirical investigation. Qingyuan Zhao, Snigdha Panigrahi. September 2018Abstract. In a special workshop in ACIC 2018, we were invited to analyze a simulated dataset to detect treatment effect
  46. Confounder selection: Objectives and approaches | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/publication/confounder-selection/
    3 Jun 2024: Search. Confounder selection: Objectives and approaches. F Richard Guo, Anton Rask Lundborg, Qingyuan Zhao. August 2022Abstract. Confounder selection is perhaps the most important step in the design of observational studies. A number of criteria,
  47. Seeking a summer research intern (EXPIRED) | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/summer-intern-2021/
    3 Jun 2024: Search. Seeking a summer research intern (EXPIRED). 2021-01-29 2 min read. I am posting a summer research project that may be suitable for Cambridge Part II students (or senior undergraduate students from other universities). Cambridge students can
  48. Quantifying and addressing the prevalence and bias of study designs…

    https://www.statslab.cam.ac.uk/~qz280/publication/design-bias-conservation/
    3 Jun 2024: Search. Quantifying and addressing the prevalence and bias of study designs in the environmental and social sciences. Alec Christie,. , Qingyuan Zhao, William Sutherland. December 2020Abstract. Building trust in science and evidence-based
  49. The Donoghue and Stevenson Fund - Trinity College Cambridge

    https://www.trin.cam.ac.uk/alumni/supporting-trinity/priorities/donoghue-stevenson/
    Thumbnail for The Donoghue and Stevenson Fund - Trinity College Cambridge 22 May 2024: If you prefer, you can read the Donoghue and Stevenson Fund brochure in full here or download a copy.
  50. A crash course on causal inference | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/talk/ccaim-summer-school-2022/
    3 Jun 2024: Search. A crash course on causal inference. Date. 2022-09-07 1:00 PM — 2:00 PM. CCAIM Summer School (AI and Machine Learning in Healthcare). Location. CCAIM Summer School. 2024. Powered by the Academic theme forCite.
  51. Multiple testing when many $p$-values are uniformly conservative |…

    https://www.statslab.cam.ac.uk/~qz280/publication/uniformly-conservative/
    3 Jun 2024: Search. Multiple testing when many $p$-values are uniformly conservative. with application to testing qualitative interaction in educational interventions. Qingyuan Zhao, Dylan Small, Weijie Su. March 2017Abstract. Qualitative interaction is an

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