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Dylan Small | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/dylan-small/27 Jul 2024: Search. Dylan Small. Latest. 2024. Powered by the Academic theme forCite. -
https://www.statslab.cam.ac.uk/~qz280/author/dylan-small/index.xml
https://www.statslab.cam.ac.uk/~qz280/author/dylan-small/index.xml27 Jul 2024: Dylan Small | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/dylan-small/ Dylan Small Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Fri, 11 Sep 2020 ... 29:36 0000 -
Publications | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/27 Jul 2024: Annals of Applied Statistics (2021). Hyunseung Kang, Yang Jiang, Qingyuan Zhao, Dylan Small (2020). ... Biometrika. Jingshu Wang, Zhen Miao, Nancy Zhang, Sean Hennessy, Dylan Small, Daniel Rader (2019). -
IV & MR (project page) | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/project/iv-mr/27 Jul 2024: Qingyuan Zhao, Jingshu Wang, Zhen Miao, Nancy Zhang, Sean Hennessy, Dylan Small, Daniel Rader. ... Dylan Small. April 2018 International Journal of Epidemiology (2019)This paper proposes a modified Cochran’s $Q$ statistic to detect horizontal -
COVID-19 (project page) | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/project/covid-19/27 Jul 2024: Chen, Dylan Small. February 2020Talks. -
https://www.statslab.cam.ac.uk/~qz280/tag/mendelian-randomization/inde…
https://www.statslab.cam.ac.uk/~qz280/tag/mendelian-randomization/index.xml27 Jul 2024: 3] Qingyuan Zhao, Yang Chen, Jingshu Wang, Dylan S Small, Powerful three-sample genome-wide design and robust statistical inference in summary-data Mendelian randomization, <em>International Journal of Epidemiology</em>, -
Statistical inference in two-sample summary-data Mendelian…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-raps/27 Jul 2024: Qingyuan Zhao, Jingshu Wang, Gibran Hemani, Jack Bowden, Dylan Small. January 2018Abstract. -
ivmodel: An R package for inference and sensitivity analysis of…
https://www.statslab.cam.ac.uk/~qz280/publication/iv-model/27 Jul 2024: Hyunseung Kang, Yang Jiang, Qingyuan Zhao, Dylan Small. February 2020Abstract. Vignette of an R package for instrumental variable regression. -
A Mendelian randomization study of the role of lipoprotein…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-lipids/27 Jul 2024: Qingyuan Zhao, Jingshu Wang, Zhen Miao, Nancy Zhang, Sean Hennessy, Dylan Small, Daniel Rader. -
Causal inference for heritable phenotypic risk factors using…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-grapple/27 Jul 2024: Jingshu Wang, Qingyuan Zhao, Jack Bowden, Gibran Hemani, George Davey Smith, Dylan Small, Nancy Zhang. -
Graphical diagnosis of confounding bias in instrumental variables…
https://www.statslab.cam.ac.uk/~qz280/publication/iv-diagnosis/27 Jul 2024: 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) are not over-interpreted when the -
MR Data Challenge 2019 — The role of lipoprotein subfractions in…
https://www.statslab.cam.ac.uk/~qz280/talk/mr-raps-markdown/report.pdf27 Jul 2024: 1 Participants. Qingyuan Zhao1, Jingshu Wang1, Zhen Miao2, Nancy Zhang1, Sean Hennessy2, Dylan Small1, Dan Rader2. ... Qingyuan Zhao. Zhao, Qingyuan, Yang Chen, Jingshu Wang, and Dylan S Small. -
Leverage Mendelian Randomization to Learn MeaningfulRepresentations…
https://www.statslab.cam.ac.uk/~qz280/talk/lmrl-2021/slides.pdf27 Jul 2024: Collaborators in the works presented hereJingshu Wang (Chicago); Dylan Small, Nancy Zhang (UPenn); Gibran Hemani, George Davey Smith(Bristol); Jack Bowden (Exeter); Daniel Iong, Yang Chen (Michigan); Zijun Gao, Trevor -
Sensitivity analysis via stochastic programming
https://www.statslab.cam.ac.uk/~qz280/talk/icsds-2023/slides.pdf27 Jul 2024: In: arXiv: 2211.04697[stat.ME].Zhao, Qingyuan, Dylan S. Small, and Bhaswar B. Bhattacharya (2019). -
The Cycle of Statistical Research Qingyuan Zhao Statistical…
https://www.statslab.cam.ac.uk/~qz280/talk/ccimi-2020/slides.pdf27 Jul 2024: Qingyuan Zhao, Jingshu Wang, Gibran Hemani, Jack Bowden, Dylan S. Small(2019+). ... But when I applied it to HDL, something unexpected happened:. Qingyuan Zhao, Yang Chen, Jingshu Wang, Dylan S. -
Towards Reliable Inference for Precision Medicine
https://www.statslab.cam.ac.uk/~qz280/talk/jsm-2021/slides.pdf27 Jul 2024: Two attempts. 1. Post-selection inference for effect modifiers.I Reference: Qingyuan Zhao, Dylan S Small, and Ashkan Ertefaie. ... Sensitivity analysis for individualized treatment rules.I Reference: Bo Zhang, Jordan Weiss, Dylan S Small, Qingyuan Zhao. -
Sensitivity analysis for observational studies: Past, Present, and…
https://www.statslab.cam.ac.uk/~qz280/talk/uea-2024/slides.pdf27 Jul 2024: L- and L2-sensitivity Analysis for Observational Studies”. In: arXiv: 2211.04697[stat.ME].Zhao, Qingyuan, Dylan S. -
https://www.statslab.cam.ac.uk/~qz280/index.xml
https://www.statslab.cam.ac.uk/~qz280/index.xml27 Jul 2024: Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/ Qingyuan Zhao Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Sat, 27 Jul 2024 09:31:02 0100 -
Seeking a summer research intern (EXPIRED) | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/post/summer-intern-2021/27 Jul 2024: 3] Qingyuan Zhao, Yang Chen, Jingshu Wang, Dylan S Small, Powerful three-sample genome-wide design and robust statistical inference in summary-data Mendelian randomization, International Journal of Epidemiology, -
Cross-screening in observational studies that test many hypotheses |…
https://www.statslab.cam.ac.uk/~qz280/publication/cross-screening/27 Jul 2024: Qingyuan Zhao, Dylan Small, Paul Rosenbaum. March 2017Abstract. This paper proposes a new method called ‘cross-screening’ to increase the power of sensitivity analysis when multiple causal hypotheses need to be -
Analysis of the epidemic growth of the early 2019-nCoV outbreak using …
https://www.statslab.cam.ac.uk/~qz280/publication/covid-19-feb/27 Jul 2024: Qingyuan Zhao, Yang Chen, Dylan Small. February 2020Abstract. We analyzed 46 2019-nCoV cases confirmed in Japan, Korea, Singapore, Taiwan, Hong Kong, and Macau who traveled from Wuhan before its lockdown. -
Sensitivity analysis for inverse probability weighting estimators via …
https://www.statslab.cam.ac.uk/~qz280/publication/sensitivity-ipw/27 Jul 2024: Qingyuan Zhao, Dylan Small, Bhaswar Bhattarcharya. November 2017Abstract. Rosenbaum’s sensitivity analysis framework has several limitations: 1. -
Selection bias in 2020 Qingyuan Zhao Statistical Laboratory,…
https://www.statslab.cam.ac.uk/~qz280/talk/ocis-2020/slides.pdf27 Jul 2024: arXiv: 2009.04832. Acknowledgement. Many people who have offered helpful suggestions: Cindy Chen, Yang Chen,Yunjin Choi, Hera He, Michael Levy, Marc Lipsitch, James Robins, AndrewRosenfeld, Dylan Small, Yachong Yang, Zilu -
BETS: The dangers of selection bias in early analyses ...
https://www.statslab.cam.ac.uk/~qz280/talk/ido-2021/slides.pdf27 Jul 2024: Rajen ShahStats Lab, Cambridge. And many thanks to.Cindy Chen, Yang Chen, Yunjin Choi, Hera He, Michael Levy, Marc Lipsitch, JamesRobins, Andrew Rosenfeld, Dylan Small, Yachong Yang, Zilu Zhou, and many -
BETS: The dangers of selection bias in early analyses ...
https://www.statslab.cam.ac.uk/~qz280/talk/osu-2020/slides.pdf27 Jul 2024: And many thanks to.Cindy Chen, Yang Chen, Yunjin Choi, Hera He, Michael Levy, Marc Lipsitch, JamesRobins, Andrew Rosenfeld, Dylan Small, Yachong Yang, Zilu Zhou, and many other whohave provided helpful -
Bootstrapping Sensitivity Analysis
https://www.statslab.cam.ac.uk/~qz280/publication/sensitivity-ipw/slides.pdf27 Jul 2024: Battacharya and Dylan S. Small). 1/20. Why sensitivity analysis? I Unless we have perfectly executed randomized experiment, causalinference is based on some unverifiable assumptions. -
The Statistics of Summary-Data MR Qingyuan Zhao Department of ...
https://www.statslab.cam.ac.uk/~qz280/talk/mr-conference-2019/slides.pdf27 Jul 2024: Summary. Acknowledgement. Jingshu Wang, Dylan Small, Nancy Zhang (University of Pennsylvania);. -
Two high-profile examples of selection bias Qingyuan Zhao Statistical …
https://www.statslab.cam.ac.uk/~qz280/talk/uw-csss-2022/slides.pdf27 Jul 2024: American Political Science Review, 116(1). Acknowledgement. Many people who have offered helpful suggestions: Cindy Chen, Yang Chen, Yunjin Choi, Hera He,Michael Levy, Marc Lipsitch, James Robins, Andrew Rosenfeld, Dylan -
Selective Inference for Effect Modification
https://www.statslab.cam.ac.uk/~qz280/publication/effect-modification/slides.pdf27 Jul 2024: Selective Inference for Effect Modification. Qingyuan Zhao(Joint work with Dylan Small and Ashkan Ertefaie). -
CAUSAL INTERPRETATIONS OF BLACK-BOX MODELS QINGYUAN ZHAO AND TREVOR…
https://www.statslab.cam.ac.uk/~qz280/publication/pdp/paper.pdf27 Jul 2024: Health. The authors would like to thank Dylan Small and two anonymous reviewers. -
Sensitivity analysis for observational studies: Looking back and…
https://www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020-2/slides.pdf27 Jul 2024: Based on ongoing work with Bo Zhang, Ting Ye, Dylan Small (U Penn) and JoeHogan (Brown U). -
Two-Sample Instrumental Variable Analysis: Challenges and Some…
https://www.statslab.cam.ac.uk/~qz280/publication/two-sample-iv/slides.pdf27 Jul 2024: This talk is based on joint work with. Jingshu Wang, Dylan Small (Penn). -
Mendelian randomization: From genetic association to epidemiological…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-partially-bayes/slides.pdf27 Jul 2024: 33/33. Acknowledgment. CollaboratorsJingshu Wang (Penn), Dylan Small (Penn), Jack Bowden (Bristol),Gibran Hemani (Bristol), Yang Chen (Michigan). -
Mendelian Randomization: Old and New Insights Qingyuan Zhao…
https://www.statslab.cam.ac.uk/~qz280/talk/epfl-2021/slides.pdf27 Jul 2024: I Jingshu Wang (Chicago);. I Dylan Small, Nancy Zhang (UPenn);. I Matt Tudball, Gibran Hemani, George Davey Smith (Bristol);. -
Observational Studies () Submitted ; Published Selective Inference…
https://www.statslab.cam.ac.uk/~qz280/publication/effect-modification-acic/paper.pdf27 Jul 2024: Dylan S Small. Larry Brown: Remembrance and connections of his work to observationalstudies. ... Qingyuan Zhao, Dylan S Small, and Ashkan Ertefaie. Selective inference for effect modifi-cation via the lasso. -
Mendelian Randomization: Old and New Insights Qingyuan Zhao…
https://www.statslab.cam.ac.uk/~qz280/talk/penn-biostat-2021/slides.pdf27 Jul 2024: I Jingshu Wang (Chicago);. I Dylan Small, Nancy Zhang (UPenn);. I Matt Tudball, Gibran Hemani, George Davey Smith (Bristol);. -
Curriculum Vitae
https://www.statslab.cam.ac.uk/~qz280/files/cv.pdf20 Mar 2024: Supervisor: Dylan Small). EducationSep 2007–Jun 2011 B.S. in Mathematics, University of Science and Technology of China. -
https://www.statslab.cam.ac.uk/~qz280/post/index.xml
https://www.statslab.cam.ac.uk/~qz280/post/index.xml27 Jul 2024: Posts | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/post/ Posts Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Mon, 29 Apr 2024 22:38:00 0100 -
Falsification tests for instrumental variable designs with an…
https://www.statslab.cam.ac.uk/~qz280/publication/iv-falsification/27 Jul 2024: Luke Keele, Qingyuan Zhao, Rachel Kelz, Dylan Small. August 2018Abstract. We propose a falsification test for the IV assumptions using sub-populations of the data with overwhelming proportion of treated or -
Two-sample instrumental variable analyses using heterogeneous samples …
https://www.statslab.cam.ac.uk/~qz280/publication/two-sample-iv/27 Jul 2024: Qingyuan Zhao, Jingshu Wang, Wes Spiller, Jack Bowden, Dylan Small. August 2017Abstract. -
Selective inference for effect modification via the lasso | Qingyuan…
https://www.statslab.cam.ac.uk/~qz280/publication/effect-modification/27 Jul 2024: Qingyuan Zhao, Dylan Small, Ashkan Ertefaie. May 2017Abstract. We approach the heterogeneous treatment effect problem in a novel way. -
Sensitivity analysis for observational studies | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020-2/27 Jul 2024: This talk is based on joint work with Bo Zhang, Ting Ye, Dylan Small, and Joseph Hogan.). -
Powerful three-sample genome-wide design and robust statistical…
https://www.statslab.cam.ac.uk/~qz280/publication/mr-partially-bayes/27 Jul 2024: Qingyuan Zhao, Yang Chen, Jingshu Wang, Dylan Small. April 2018Abstract. We extend the MR-RAPS method in our previous paper using the empirical partially Bayes framework described by Lindsay, allowing a -
Publications | Statistical Laboratory
https://www.statslab.cam.ac.uk/publications?page=728 Jul 2024: University of Cambridge Asymptomatic COVID-19 Screening Programme Consortium, COVID-19 Genomics UK (COG-UK) Consortium, R Howes, D McFarlane, G Dougan, OG Pybus, DD Angelis, PH Maxwell, SJ Peacock, MP -
Multiple testing when many $p$-values are uniformly conservative |…
https://www.statslab.cam.ac.uk/~qz280/publication/uniformly-conservative/27 Jul 2024: Qingyuan Zhao, Dylan Small, Weijie Su. March 2017Abstract. Qualitative interaction is an extreme form of treatment effect heterogeneity where the treatment can be beneficial for some but harmful for others. -
A note on post-treatment selection in studying racial discrimination…
https://www.statslab.cam.ac.uk/~qz280/publication/policing-risk-ratio/27 Jul 2024: Qingyuan Zhao, Luke Keele, Dylan Small, Marshall Joffe. September 2020Abstract. We discuss some causal estimands used to study racial discrimination in policing. -
BETS: The dangers of selection bias in early analyses ...
https://www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020/slides.pdf27 Jul 2024: Rajen ShahStats Lab, Cambridge. And many thanks to.Cindy Chen, Yang Chen, Yunjin Choi, Hera He, Michael Levy, Marc Lipsitch, JamesRobins, Andrew Rosenfeld, Dylan Small, Yachong Yang, Zilu Zhou, and many -
https://www.statslab.cam.ac.uk/~qz280/tag/causal-inference/index.xml
https://www.statslab.cam.ac.uk/~qz280/tag/causal-inference/index.xml27 Jul 2024: 3] Qingyuan Zhao, Yang Chen, Jingshu Wang, Dylan S Small, Powerful three-sample genome-wide design and robust statistical inference in summary-data Mendelian randomization, <em>International Journal of Epidemiology</em>, -
Comment: Will competition-winning methods for causal inference also…
https://www.statslab.cam.ac.uk/~qz280/publication/acic-competition-comment/27 Jul 2024: Qingyuan Zhao, Luke Keele, Dylan Small. November 2018Abstract. This is an invited commentary for Statistical Science on the causal inference data competition in ACIC 2016. -
Selecting and ranking individualized treatment rules with unmeasured…
https://www.statslab.cam.ac.uk/~qz280/publication/individualized-rule-sensitivity/27 Jul 2024: Search. Selecting and ranking individualized treatment rules with unmeasured confounding. Bo Zhang, Jordan Weiss, Dylan Small, Qingyuan Zhao.
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