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  2. Instrumental-Variables | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/instrumental-variables/
    3 Jun 2024: Search. Instrumental-Variables. Causal mediation analysis for time-varying heritable risk factors with Mendelian Randomization. A new Bayesian full-information method for life-course Mendelian randomization. By combining causal graphs and
  3. On testing mean proportionality of multivariate normal variables |…

    https://www.statslab.cam.ac.uk/~qz280/publication/proportionality-testing/
    3 Jun 2024: Search. On testing mean proportionality of multivariate normal variables. Etaash Katiyar, Qingyuan Zhao. March 2021Abstract. This short note considers the problem of testing the null hypothesis that the mean values of two multivariate normal
  4. A unified analysis of regression adjustment in randomized experiments …

    https://www.statslab.cam.ac.uk/~qz280/publication/regression-adjustment/
    3 Jun 2024: Search. A unified analysis of regression adjustment in randomized experiments. Katarzyna Reluga, Ting Ye, Qingyuan Zhao. October 2022Abstract. Regression adjustment is broadly applied in randomized trials under the premise that it usually improves
  5. 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,
  6. 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
  7. IV & MR (project page) | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/project/iv-mr/
    3 Jun 2024: Search. IV & MR (project page). 2019-07-18. Related. Publications. Causal mediation analysis for time-varying heritable risk factors with Mendelian Randomization. A new Bayesian full-information method for life-course Mendelian randomization. Zixuan
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. Selective Randomization Inference for Adaptive Experiments | Qingyuan …

    https://www.statslab.cam.ac.uk/~qz280/publication/selective-randomization/
    3 Jun 2024: Search. Selective Randomization Inference for Adaptive Experiments. Tobias Freidling, Qingyuan Zhao, Zijun Gao. May 2024Abstract. Adaptive experiments use preliminary analyses of the data to inform further course of action and are commonly used in
  14. Amusing counterfactual inference (by words) | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/counterfactual-palmerston/
    3 Jun 2024: Search. Amusing counterfactual inference (by words). 2022-05-19 2 min read. 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
  15. Selecting and ranking individualized treatment rules with unmeasured…

    https://www.statslab.cam.ac.uk/~qz280/talk/selective-inference-webinar-2021/
    3 Jun 2024: Search. Selecting and ranking individualized treatment rules with unmeasured confounding. Date. 2021-01-14 4:30 PM — 5:30 PM. Event. International Seminar on Selective Inference. Location. Selective Inference Webinar. 2024. Powered by the
  16. Comment on 'Causal inference using invariant prediction' |…

    https://www.statslab.cam.ac.uk/~qz280/publication/invariant-prediction-comment/
    3 Jun 2024: Search. Comment on 'Causal inference using invariant prediction'. Qingyuan Zhao, Charles Zheng, Trevor Hastie, Robert Tibshirani. May 2016Abstract. This is a contributed discussion on the article ‘Causal inference by using invariant prediction’
  17. Sample-constrained partial identification with application to…

    https://www.statslab.cam.ac.uk/~qz280/publication/selection-bias-interval/
    3 Jun 2024: Search. Sample-constrained partial identification with application to selection bias. Matthew Tudball, Rachael Hughes, Kate Tilling, Jack Bowden, Qingyuan Zhao. July 2019Abstract. Many partial identification problems can be characterized by the
  18. 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
  19. 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
  20. Selecting and ranking individualized treatment rules with unmeasured…

    https://www.statslab.cam.ac.uk/~qz280/publication/individualized-rule-sensitivity/
    3 Jun 2024: Search. Selecting and ranking individualized treatment rules with unmeasured confounding. Bo Zhang, Jordan Weiss, Dylan Small, Qingyuan Zhao. June 2019Abstract. Optimal individualized treatment rules try to assign the best treatment to every
  21. Bounds and semiparametric inference in $L^.Inf$- and…

    https://www.statslab.cam.ac.uk/~qz280/publication/marginal-sensitivity-semiparametric/
    3 Jun 2024: Search. Bounds and semiparametric inference in $L.Inf$- and $L2$-sensitivity analysis for observational studies. Yao Zhang, Qingyuan Zhao. November 2022Type. 2024. Powered by the Academic theme forCite.
  22. Letter to the editor: Generation interval for COVID-19 based on…

    https://www.statslab.cam.ac.uk/~qz280/publication/covid-19-generation-interval-comment/
    3 Jun 2024: Search. Letter to the editor: Generation interval for COVID-19 based on symptom onset data. Sergio Bacallado, Qingyuan Zhao, Nianqiao Ju. July 2020Abstract. The purpose of this letter is to raise a few issues with the methodology of a recent paper
  23. The philosophy behind hypothesis testing | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/philosophy-testing-2021/
    3 Jun 2024: Search. The philosophy behind hypothesis testing. 2021-04-21 4 min read. I read a few interesting articles this week on the Fisher-Neyman debate on the foundation of hypothesis testing:. The first paper is written by Erich Lehmann and argues that
  24. Migrating my website to Hugo + Academic + ox-hugo | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/migrating/
    3 Jun 2024: Search. Migrating my website to Hugo Academic ox-hugo. 2020-06-13 9 min read. 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
  25. Statistical Modeling: Returning to its roots | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/breiman-reprint-2021/
    3 Jun 2024: Search. Statistical Modeling: Returning to its roots. 2021-04-05 10 min read. Over this Easter weekend, I wrote the following commentary for the reprinting on Leo Breiman’s paper “Statistical Modeling: The Two Cultures” by Observational Studies
  26. Is this estimand really an average treatment effect? | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/policing-ate-estimand/
    3 Jun 2024: Search. Is this estimand really an average treatment effect? 2020-06-27 9 min read. Update <2020-09-11 Fri> See the preprint here based on this blog post. Background. My Stanford office-mate and good friend Josh Loftus messaged me about an
  27. Discussion on (quasi-)randomization inference | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/randomization-hyunseung/
    3 Jun 2024: Search. Discussion on (quasi-)randomization inference. 2023-01-10 12 min read. 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
  28. The origin of randomization | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/post/randomization-origin/
    3 Jun 2024: Search. The origin of randomization. 2022-04-22 14 min read. This post is derived from my talk “Fisher, Statistics, and Randomization” in the Fisher in the 21st Century Conference organized by Fisher’s College, Gonville & Caius. In the first
  29. Practical: Randomization inference

    https://www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/P1.pdf
    3 Jun 2024: How was itcarried out? 2. Download the patient-level data, then run the following code in R (you may need to install the readxlpackage first by install.packages("readxl")).
  30. Practical: Randomization inference

    https://www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/S1.pdf
    3 Jun 2024: 2. Download the patient-level data, then run the following code in R (you may need to install the readxlpackage first by install.packages("readxl")).
  31. STATISTICAL MODELLING Part IIC, Michaelmas 2021Practical 7: Binomial…

    https://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. >
  32. STATISTICAL MODELLING Part IIC / Michaelmas 2022Example Sheet 3 ...

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/E3.pdf
    3 Jun 2024: 2. Download the Cambridge Colleges data with. > path <- "http://www.statslab.cam.ac.uk/rds37/teaching/statistical_modelling/". >
  33. https://www.statslab.cam.ac.uk/~qz280/tag/philosophy/index.xml

    https://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"
  34. STATISTICAL MODELLING Part IIC, Michaelmas 2021Practical 5: ANOVA and …

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P5.pdf
    3 Jun 2024: S. A. Bacallado and Dr. R. Shah. ANOVA. Download the EssayMarks dataset from my webpage:. > ... How about EssayMarksLM2 andEssayMarksLM4? ANCOVA. Download the Cycling data from the course webpage. >
  35. STATISTICAL MODELLING Part IIC, Michaelmas 2021Practical 6: Binomial…

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P6.pdf
    3 Jun 2024: Download the data from the course webpage:. > path <- "http://www.statslab.cam.ac.uk/rds37/teaching/statistical_modelling/". > ... 2. Binomial responses with multiple trials. Download the Smoking data from the course webpage with. >
  36. STATISTICAL MODELLING Part IIC, Michaelmas 2021 Practical 8:…

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P8.pdf
    3 Jun 2024: The original data areavailable at http://andrewgelman.com/2008/01/21/the_speeddating_1/. Download an editedversion of the data from the course webpage with. > ... Download the data from the course webpage with. > Drinks <- read.table(paste(file_path,
  37. https://www.statslab.cam.ac.uk/~qz280/post/index.xml

    https://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.
  38. STATISTICAL MODELLING Part IIC, Michaelmas 2021Practical 3: Linear…

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P3.pdf
    3 Jun 2024: Theread.csv function creates data frames from comma-separated value files. Download the students’ brainsize data from my website and store it in the data frame BrainSize. >
  39. https://www.statslab.cam.ac.uk/~qz280/index.xml

    https://www.statslab.cam.ac.uk/~qz280/index.xml
    3 Jun 2024: Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/ Qingyuan Zhao Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Tue, 14 May 2024 20:43:39 0100
  40. MR Data Challenge 2019 — The role of lipoprotein subfractions in…

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-lipids/report.pdf
    3 Jun 2024: uk-biobank/CAD Nikpay 26343387 http://www.cardiogramplusc4d.org/data-downloads/CAD Nelson 28714975 http://www.cardiogramplusc4d.org/data-downloads/.
  41. MR Data Challenge 2019 — The role of lipoprotein subfractions in…

    https://www.statslab.cam.ac.uk/~qz280/talk/mr-raps-markdown/report.pdf
    3 Jun 2024: uk-biobank/CAD Nikpay 26343387 http://www.cardiogramplusc4d.org/data-downloads/CAD Nelson 28714975 http://www.cardiogramplusc4d.org/data-downloads/.
  42. STATISTICAL MODELLING Part IIC, Michaelmas 2021Practical 4: More on…

    https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P4.pdf
    3 Jun 2024: 2. Download the data for film earnings in 2010. > Movies2010 <- read.csv(paste(file_path, "Movies2010.csv", sep ="")). Compute 95% prediction intervals (see? predict.lm) for each of the earnings of

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