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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 -
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, -
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. -
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 -
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. -
How infectious was COVID-19 when it first circulated in Wuhan? |…
https://www.statslab.cam.ac.uk/~qz280/talk/corpus-masterclass-2022/3 Jun 2024: Abstract. This is given to A-level students. Date. 2022-03-24 2:00 PM — 2:45 PM. -
Discussion on (quasi-)randomization inference | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/post/randomization-hyunseung/3 Jun 2024: Email 1. From: Qingyuan Zhao <qyzhao@statslab.cam.ac.uk> Sent: Monday, December 12, 2022 3:58 PM To: HYUNSEUNG KANG <hkang84@wisc.edu> Subject: LD/Fisher. ... Best,. -Hyunseung. Email 3. From: Qingyuan Zhao <qyzhao@statslab.cam.ac.uk> Sent: Tuesday, -
1-dgk.dvi
www.statslab.cam.ac.uk/~grg/books/hammfest/1-dgk.pdf22 Mar 2024: 2 Kendall. that the ancient Greek mathematicians were not scholarship candidates,but fellows of another college. ... Thiswas his skill in concocting the all but insoluble scholarship questions thatwere then in vogue (and which passed the test of -
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. -
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. ... 2022-12-12 Mon> Update: Hyunseung Kang pointed me to this paper by Freedman and Lane that seems to clarify Fisher’s “geometric intuition” about randomization/permutation to some extent -
www.statslab.cam.ac.uk/~qz280/talk/index.xml
www.statslab.cam.ac.uk/~qz280/talk/index.xml3 Jun 2024: ideas https://www.statslab.cam.ac.uk/qz280/talk/imperial-2022/ Fri, 02 Dec 2022 14:00:00 0000 https://www.statslab.cam.ac.uk/qz280/talk/imperial-2022/ A crash ... 09:00:00 0000 https://www.statslab.cam.ac.uk/qz280/talk/fisher-2022/ How infectious was -
Sensitivity analysis via stochastic programming
www.statslab.cam.ac.uk/~qz280/talk/icsds-2023/slides.pdf3 Jun 2024: Example 1: Linear models with no closed-form solutions. Tobias Freidling and Qingyuan Zhao (2022). ... Dorn and Guo (2022) gave a closed-form solution to this linear stochastic program. -
Curriculum Vitae
www.statslab.cam.ac.uk/~qz280/files/cv.pdf20 Mar 2024: Full courses1. Statistical Modelling (Part II), University of Cambridge, Michaelmas 2020, 2021, 2022. ... 2. Causal Inference (Part III), University of Cambridge, Michaelmas 2019, 2020, 2021, 2022. -
Multiple conditional randomization tests
www.statslab.cam.ac.uk/~qz280/talk/ims-2022/slides.pdf3 Jun 2024: Qingyuan Zhao (University of Cambridge) Multiple conditional randomization tests June 27, 2022 @ IMS Annual Meeting 1 / 26. ... Qingyuan Zhao (University of Cambridge) Multiple conditional randomization tests June 27, 2022 @ IMS Annual Meeting 3 / 26. -
Sensitivity analysis for observational studies: Past, Present, and…
www.statslab.cam.ac.uk/~qz280/talk/uea-2024/slides.pdf3 Jun 2024: Example 1: Linear models with no closed-form solutions. Tobias Freidling and Qingyuan Zhao (2022). ... References III. Zhang, Yao and Qingyuan Zhao (2022). “Sharp Bounds and Semiparametric Inference in. -
Simultaneous Hypothesis Testing using Internal Negative Controls…
www.statslab.cam.ac.uk/~qz280/publication/ranc/slides.pdf3 Jun 2024: 2022) referred to internal negative control proteins as “false positives” and proteins under. ... Roquain, Electronic Journal of Statistics 16 (2022).12. W. Miao, Z. Geng, E. -
SISCER Module 12 Lecture 6: Negative Controls and…
www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/L6.pdf3 Jun 2024: 2018) and Roth et al. (2022) for difference-in-differences. 1Acknowledgement: This lecture is built in part upon lecture notes from Xu Shi (UMich) and Linbo Wang(U Toronto). ... 2022). The role of placebo samples in observational studies. arXiv -
SISCER Module 15 Practice 3: DID
www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/S4.pdf3 Jun 2024: July 2022. 1. library(tidyverse). ## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --. ## v ggplot2 3.3.6 v purrr 0.3.4## v tibble 3.1.7 v dplyr 1.0.9## -
Causal Inference: An Introduction Qingyuan Zhao Statistical…
www.statslab.cam.ac.uk/~qz280/talk/ssrmp-2020/slides.pdf3 Jun 2024: Treatment A: Scholarship determined by test score A = I (X c).Outcome Y : Future test score. -
Using Mendelian randomization to discover biological mechanisms
www.statslab.cam.ac.uk/~qz280/talk/jsm-2023/slides.pdf3 Jun 2024: PathGPS: Discovershared genetic architecture using biobank data. 2022. bioRxiv:10.1101/2022.05.01.490230. Outline. Mechanistic Heterogeneity. -
Fisher, Statistics, and Randomization
www.statslab.cam.ac.uk/~qz280/talk/fisher-2022/slides.pdf3 Jun 2024: Qingyuan Zhao (University of Cambridge) Fisher, Statistics, and Randomization April 22, 2022 3 / 37. ... Qingyuan Zhao (University of Cambridge) Fisher, Statistics, and Randomization April 22, 2022 6 / 37. -
Two high-profile examples of selection bias Qingyuan Zhao Statistical …
www.statslab.cam.ac.uk/~qz280/talk/uw-csss-2022/slides.pdf3 Jun 2024: May 11, 2022 @ CSSS Seminar, University of Washington. Selection bias: An umbrella term. ... Cambridge) Two high-profile examples of selection bias May 11, 2022 16 / 29. -
Multiple conditional randomization tests
www.statslab.cam.ac.uk/~qz280/talk/mcp-2022/slides.pdf3 Jun 2024: Qingyuan Zhao (University of Cambridge) Multiple conditional randomization tests August 31, 2022 @ MCP Conference 1 / 26. ... Qingyuan Zhao (University of Cambridge) Multiple conditional randomization tests August 31, 2022 @ MCP Conference 3 / 26. -
Design: The Elusive Principle of Statistics
www.statslab.cam.ac.uk/~qz280/talk/oxford-2024/slides.pdf3 Jun 2024: In: Annals of Applied Statistics 15.1, pp. 363–390. doi:10.1214/20-aoas1401. Qingyuan Zhao (2022). ... 2022). “A Causal Framework for Observational Studies of Discrimination”. In:Statistics and Public Policy 9.1, pp. -
SISCER Module 12 Lecture 2: Matching for Cohort Studies
www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/L2.pdf3 Jun 2024: 2022). 11 / 29. Observational studies and causal inference Basics of matching Various issues and techniques in matching References. ... 2022). On the statistical role of inexact matching in observational studies.Biometrika, page asac066. -
Almost Exact Mendelian Randomization Qingyuan Zhao Statistical…
www.statslab.cam.ac.uk/~qz280/talk/eurocim-2023/slides.pdf3 Jun 2024: Feb. 2022). “Mendelian Randomization”. In: Nature Reviews Methods Primers2.1, pp. 1–21. -
The Randomization Principle in Causal Inference: A Modern Look ...
www.statslab.cam.ac.uk/~qz280/talk/imperial-2022/slides.pdf3 Jun 2024: Qingyuan Zhao. Statistical Laboratory, University of Cambridge. 2 December, 2022 @ Imperial College, London. ... Never very popular.). Qingyuan Zhao (Cambridge) Randomization 2 December, 2022 @ Imperial College, London 1 / 23. -
MATHEMATICS OF MACHINE LEARNING Part IIRevision Sheet RDS/Lent 2024…
www.statslab.cam.ac.uk/~rds37/teaching/machine_learning/revision.pdf9 Mar 2024: 2023: All questions. 2022: Paper 1 31J, Paper 4 30J. 2021: Paper 1 31J, Paper 2 31J. -
www.statslab.cam.ac.uk/~qz280/author/yao-zhang/index.xml
www.statslab.cam.ac.uk/~qz280/author/yao-zhang/index.xml3 Jun 2024: Yao Zhang | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/yao-zhang/ Yao Zhang Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Wed, 09 Nov 2022 ... zhang/ Bounds and semiparametric inference in $L.Inf$- and -
How infectious was COVID-19 when it first circulated in Wuhan?
www.statslab.cam.ac.uk/~qz280/talk/corpus-masterclass-2022/slides.pdf3 Jun 2024: 23rd March 2022 1 / 16. Introduction. About me. I am a mathematician/statistician by training. ... Jan 20, 2020). Qingyuan Zhao How infectious was COVID-19? 23rd March 2022 2 / 16. -
CAUSAL INTERPRETATIONS OF BLACK-BOX MODELS QINGYUAN ZHAO AND TREVOR…
www.statslab.cam.ac.uk/~qz280/publication/pdp/paper.pdf3 Jun 2024: 2022. 2426. 28. Random Forest. acceleration. mpg. 5 10 15 20 25. ... 2022. 2426. 28. BART. acceleration. mpg. (a) Scatter plot and partial dependence plots using dif-. -
SISCER Module 15 Practice 2: Matching/Weighting and Sensitivity…
www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/S2.pdf3 Jun 2024: July 2022. 1. library(tidyverse). ## -- Attaching packages --------------------------------------- tidyverse 1.3.1 --. ## v ggplot2 3.3.6 v purrr 0.3.4## v tibble 3.1.7 v dplyr 1.0.9## -
CAUSAL INFERENCE - Example Sheet 3 Solutions J. Hera ...
www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/S3.pdf3 Jun 2024: 6. Influence Functions for Fun and Profit. Jay Kahn. First draft: July 10, 2015This draft: February 12, 2022. -
Machine Learning meets Biostatistics IIA crash course on Causal ...
www.statslab.cam.ac.uk/~qz280/talk/ccaim-summer-school-2022/slides.pdf3 Jun 2024: by SUTVA). Qingyuan Zhao (Stats Lab, Cambridge) Causal Inference September, 2022 9 / 28. ... Verify conditional independence by graph separation. Qingyuan Zhao (Stats Lab, Cambridge) Causal Inference September, 2022 14 / 28. -
Causal Inference
www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/slides.pdf3 Jun 2024: Tchetgen Tchetgen (Rousseeuw Prize for Statistics, 2022). Qingyuan Zhao (University of Cambridge) Causal Inference MT2023 3 / 79. -
NON-SELF-TOUCHING PATHS IN PLANE GRAPHS GEOFFREY R. GRIMMETT…
www.statslab.cam.ac.uk/~grg/papers/qt-matching7.pdf12 Feb 2024: NON-SELF-TOUCHING PATHS IN PLANE GRAPHS. GEOFFREY R. GRIMMETT. Abstract. A path in a graph G is called non-self-touching if two vertices areneighbours in the path if and only if they are neighbours in the graph. We in-vestigate the existence of -
PERCOLATION CRITICAL PROBABILITIESOF MATCHING LATTICE-PAIRS GEOFFREY…
www.statslab.cam.ac.uk/~grg/papers/percprob-rsa6.pdf20 Feb 2024: The last paper includes also an. Date: 2 March 2022, revised 17 February 2024.2010 Mathematics Subject Classification. -
www.statslab.cam.ac.uk/~qz280/author/ting-ye/index.xml
www.statslab.cam.ac.uk/~qz280/author/ting-ye/index.xml3 Jun 2024: Ting Ye | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/ting-ye/ Ting Ye Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Tue, 11 Oct 2022 ... ye/ A unified analysis of regression adjustment in randomized experiments -
UNIVERSITY OF CAMBRIDGE Faculty of Mathematics SCHEDULES OF LECTURE…
www.statslab.cam.ac.uk/~lab85/resources/schedules2324.pdf31 Oct 2023: Part IA 2022. Class Sufficient condition Borderline candidates. 1 M1 > 573 574/324, 11, 8 575/365, 8, 18. -
A Novel Approach to Spatially Indexed Functional Data AnalysisLuke ...
www.statslab.cam.ac.uk/~lab85/resources/RSS%20Poster%20-%20LA%20Barratt%20and%20JAD%20Aston.pdf31 Aug 2023: 51, p. 100 687, 2022. [4] R. Tang and H.-G. Müller, “Pairwise curve synchronization for functional data,”Biometrika, vol. -
Lecture Notes on Causal Inference(with corrections) Qingyuan Zhao May …
www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/notes-2021.pdf3 Jun 2024: Lecture Notes on Causal Inference(with corrections). Qingyuan Zhao. May 30, 2022. -
Bayesian Non-linear Statistical Inverse Problems
www.statslab.cam.ac.uk/~nickl/Site/__files/FINALBOOKPDF.pdf16 Jan 2024: Z U R I C H L E C T U R E S I N A D V A N C E D M A T H E M A T I C S. Richard Nickl. Bayesian Non-linear Statistical Inverse Problems. Zurich Lectures in Advanced Mathematics. Edited by Habib Ammari, Alexander Gorodnik (Managing Editor), Urs Lang -
www.statslab.cam.ac.uk/~qz280/tag/causal-graphs/index.xml
www.statslab.cam.ac.uk/~qz280/tag/causal-graphs/index.xml3 Jun 2024: 00 0200 https://www.statslab.cam.ac.uk/qz280/talk/eurocim-2023/ Confounder selection: Objectives and approaches https://www.statslab.cam.ac.uk/qz280/publication/confounder-selection/ Wed, 31 Aug 2022 ... Aug 2022 10:21:40 0200 -
www.statslab.cam.ac.uk/~qz280/tag/design/index.xml
www.statslab.cam.ac.uk/~qz280/tag/design/index.xml3 Jun 2024: selection: Objectives and approaches https://www.statslab.cam.ac.uk/qz280/publication/confounder-selection/ Wed, 31 Aug 2022 10:28:29 0200 -
www.statslab.cam.ac.uk/~qz280/author/chris-wallace/index.xml
www.statslab.cam.ac.uk/~qz280/author/chris-wallace/index.xml3 Jun 2024: Chris Wallace | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/chris-wallace/ Chris Wallace Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Thu, 10 Feb 2022 ... wallace/ Mendelian randomization https://www.statslab.cam.ac -
www.statslab.cam.ac.uk/~qz280/author/trevor-hastie/index.xml
www.statslab.cam.ac.uk/~qz280/author/trevor-hastie/index.xml3 Jun 2024: Trevor Hastie | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/trevor-hastie/ Trevor Hastie Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Wed, 04 May 2022 ... hastie/ PathGPS: Discover shared genetic architecture using -
www.statslab.cam.ac.uk/~qz280/author/hyunseung-kang/index.xml
www.statslab.cam.ac.uk/~qz280/author/hyunseung-kang/index.xml3 Jun 2024: Hyunseung Kang | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/hyunseung-kang/ Hyunseung Kang Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Thu, 10 Feb 2022 ... kang/ Mendelian randomization https://www.statslab.cam.ac -
www.statslab.cam.ac.uk/~qz280/author/katarzyna-reluga/index.xml
www.statslab.cam.ac.uk/~qz280/author/katarzyna-reluga/index.xml3 Jun 2024: Katarzyna Reluga | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/katarzyna-reluga/ Katarzyna Reluga Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Tue, 11 Oct 2022 ... reluga/ A unified analysis of regression -
www.statslab.cam.ac.uk/~qz280/publication/index.xml
www.statslab.cam.ac.uk/~qz280/publication/index.xml3 Jun 2024: and $L2$-sensitivity analysis for observational studies https://www.statslab.cam.ac.uk/qz280/publication/marginal-sensitivity-semiparametric/ Wed, 09 Nov 2022 00:00:00 0000 ... qz280/publication/pathgps/ Wed, 04 May 2022 00:00:00 0000 https://www.statslab -
www.statslab.cam.ac.uk/~qz280/author/eleanor-sanderson/index.xml
www.statslab.cam.ac.uk/~qz280/author/eleanor-sanderson/index.xml3 Jun 2024: Eleanor Sanderson | Qingyuan Zhao https://www.statslab.cam.ac.uk/qz280/author/eleanor-sanderson/ Eleanor Sanderson Source Themes Academic (https://sourcethemes.com/academic/) en-us 2024 Thu, 10 Feb 2022 ... sanderson/ Mendelian randomization
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