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  2. Causal inference for heritable phenotypic risk factors using…

    https://www.statslab.cam.ac.uk/~qz280/publication/mr-grapple/
    3 Jun 2024: Search. Causal inference for heritable phenotypic risk factors using heterogeneous genetic instruments. Jingshu Wang, Qingyuan Zhao, Jack Bowden, Gibran Hemani, George Davey Smith, Dylan Small, Nancy Zhang. May 2020Abstract. We greatly improve the
  3. 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.
  4. 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.
  5. 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.
  6. Snigdha Panigrahi | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/snigdha-panigrahi/
    3 Jun 2024: Search. Snigdha Panigrahi. Latest. Selective inference for effect modification: An empirical investigation. 2024. Powered by the Academic theme forCite.
  7. 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.
  8. Improving the accuracy of two-sample summary data Mendelian…

    https://www.statslab.cam.ac.uk/~qz280/publication/beyond-nome/
    3 Jun 2024: Search. Improving the accuracy of two-sample summary data Mendelian randomization: moving beyond the NOME assumption. Jack Bowden, Fabiola Del Greco M, Cosetta Minelli, Debbie Lawlor, Qingyuan Zhao, Nuala Sheehan, John Thompson, George Davey Smith.
  9. Comment on FDA draft guidance for industry FDA-2019-D-0934: Adjusting …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 Comment on FDA draft guidance for industry FDA-2019-D-0934: Adjusting for covariates in randomized clinical trials for drugs and biological products.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
  10. 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
  11. 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
  12. 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.
  13. Graphical diagnosis of confounding bias in instrumental variables…

    https://www.statslab.cam.ac.uk/~qz280/publication/iv-diagnosis/
    3 Jun 2024: Search. Graphical diagnosis of confounding bias in instrumental variables analysis. Qingyuan Zhao, Dylan Small. May 2018Abstract. This research letter proposes a new diagnostic plot for IV analysis, so large bias ratios (compared to OLS estimator)
  14. 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
  15. William Sutherland | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/william-sutherland/
    3 Jun 2024: Search. William Sutherland. Latest. Quantifying and addressing the prevalence and bias of study designs in the environmental and social sciences. 2024. Powered by the Academic theme forCite.
  16. Murat A Erdogdu | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/murat-a-erdogdu/
    3 Jun 2024: Search. Murat A Erdogdu. Latest. SEISMIC: A self-exciting point process model for predicting tweet popularity. 2024. Powered by the Academic theme forCite.
  17. 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
  18. 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
  19. 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:
  20. 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.
  21. STATISTICAL MODELLING Part IICPractical 8: Contingency tables and…

    www.statslab.cam.ac.uk/~rds37/teaching/statistical_modelling/Practical8.pdf
    11 Mar 2015: The original data are availableat http://andrewgelman.com/2008/01/21/the_speeddating_1/. Download an edited version of thedata from the course webpage with. > ... Download the data from thecourse webpage with. 2. > file_path <- "http://www.statslab.cam.ac
  22. 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
  23. 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
  24. 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
  25. 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.
  26. 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
  27. 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.
  28. 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
  29. 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.
  30. 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
  31. 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
  32. 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
  33. 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.
  34. 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.
  35. Mendelian-Randomization | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/tag/mendelian-randomization/
    3 Jun 2024: Search. Mendelian-Randomization. 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
  36. 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
  37. Fabiola Del Greco M | Qingyuan Zhao

    https://www.statslab.cam.ac.uk/~qz280/author/fabiola-del-greco-m/
    3 Jun 2024: Search. Fabiola Del Greco M. Latest. Improving the accuracy of two-sample summary data Mendelian randomization: moving beyond the NOME assumption. 2024. Powered by the Academic theme forCite.
  38. 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
  39. 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
  40. 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
  41. 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
  42. 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’
  43. Small Data, Big Time—A retrospect of the first weeks of COVID-19 |…

    https://www.statslab.cam.ac.uk/~qz280/publication/covid-19-retrospect/
    3 Jun 2024: Search. Small Data, Big Time—A retrospect of the first weeks of COVID-19. April 2021Abstract. This article reviews some early investigations and research studies in the first weeks of the coron- avirus disease 2019 (COVID-19) pandemic from a
  44. 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
  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. Markov Chains

    www.statslab.cam.ac.uk/~rrw1/markov/index2011.html
    4 Sep 2012: Charles Grinstead and Laurie Snell Introduction to Probability Second edition, 1997 (freely available to download). ... Peter Doyle and Laurie Snell Random walks and electric networks, 2006 (freely available to download.
  47. 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
  48. STATISTICAL MODELLING Part IICPractical 4: More on linear regression…

    www.statslab.cam.ac.uk/~rds37/teaching/statistical_modelling/Practical4.pdf
    11 Feb 2015: Recall the hatvalues function and thesubset option of lm). 2. Download the data for film earnings in 2010. >
  49. LP_SOLVE.EXE

    www.statslab.cam.ac.uk/~rrw1/opt/lp_solve/
    15 Apr 2010: LP_SOLVE.EXE. Download. ... The version that you can download here runs under DOS on a PC.
  50. STATISTICAL MODELLING Part IICPractical 3: Linear regression using R…

    www.statslab.cam.ac.uk/~rds37/teaching/statistical_modelling/Practical3.pdf
    6 Feb 2015: 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. >
  51. 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

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