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Causal Inference: An Introduction Qingyuan Zhao Statistical…
www.statslab.cam.ac.uk/~qz280/talk/ssrmp-2020/slides.pdf22 Jul 2024: Examples in social sciences. 1 Economics: How does supply and demand (causally) depend on price? ... Statistical inference: Approach 1. Randomisation inference (permutation test). Test the hypothesis H0 : A Y | X (or H0 : A Y if randomisation does -
Sensitivity analysis for observational studies: Past, Present, and…
www.statslab.cam.ac.uk/~qz280/talk/uea-2024/slides.pdf22 Jul 2024: Solid curves: contours of likelihood ratio test. Dashed curves:. estimated ATE reduced by half. ... Blattman, Christopher and Jeannie Annan (2010). “The Consequences of ChildSoldiering”. In: The Review of Economics and Statistics 92.4, pp. -
Causal Inference
www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/slides.pdf22 Jul 2024: Randomization inference: General tests. Randomization provides the “reasoned basis” for Fisher’s exact test. ... Randomization inference: F-test. Setting: Neyman-Rubin model, A = {0,1,. ,k 1}. -
Curriculum Vitae
www.statslab.cam.ac.uk/~qz280/files/cv.pdf20 Mar 2024: arXiv: 2208.13871 [stat.ME]. 49. Y. Zhang and Q. Zhao, “Multiple conditional randomization tests,” 2021. ... 15. Journal of the Americal Statistical Association. 16. Journal of Business & Economic Statistics. -
Will competition-winning methods for causal inference also succeed in …
www.statslab.cam.ac.uk/~qz280/publication/acic-competition-comment/paper.pdf22 Jul 2024: REFERENCES. Angrist, J. D. and Krueger, A. B. (1999). Empirical strategies in labor economics. ... TheAmerican Economic Review Papers and Proceedings 93 126-132. Keele, L. and Small, D. -
Sensitivity analysis for observational studies: Looking back and…
www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020-2/slides.pdf22 Jul 2024: The Reviewof Economics and Statistics, 92(4):882–898, 2010. doi:10.1162/REST a 00036. C. ... Biometrics, 69:803–811, 2013. G. W. Imbens. Sensitivity to exogeneity assumptions in program evaluation.American Economic Review, 93:126–132, 2003. -
ON BAYESIAN INFERENCE FOR SOME STATISTICAL INVERSEPROBLEMS WITH…
www.statslab.cam.ac.uk/~nickl/Site/__files/bnews.pdf6 Nov 2017: Identifying the functional param-eters f1,f2 from some observations in such a diffusionmodel is of fundamental importance in many appli-cations in modern science, e.g., in biology, physicsand economics. ... general, non-linear, inverse problems. In Ray -
Optimization and Control Richard Weber, Lent Term 2016 Contents ...
www.statslab.cam.ac.uk/~rrw1/oc/oc2016.pdf8 Mar 2016: 22. 6.3 Optimal stopping over the infinite horizon. 23. 6.4 Example: sequential probability ratio test. ... 6516.2 Problems in which time appears explicitly. 6616.3 Example: monopolist. 6616.4 Example: neoclassical economic growth. -
Optimization and Control Richard Weber, Michaelmas Term 2014 Contents …
www.statslab.cam.ac.uk/~rrw1/oc/oc2014.pdf29 Nov 2014: 22. 6.3 Optimal stopping over the infinite horizon. 23. 6.4 Example: sequential probability ratio test. ... 6416.2 Problems in which time appears explicitly. 6516.3 Example: monopolist. 6516.4 Example: neoclassical economic growth. -
Correlation scenarios and correlation stress testing
www.statslab.cam.ac.uk/~mike/QF2023/Packham.pdf14 Apr 2023: covariance matrix Σ.I For correlation stress test, need to consider portfolio variance. ... Natalie Packham. Professor of Mathematics and Statistics. Berlin School of Economics and Law. -
Probability Theory and Statistics in High and Infinite Dimensions ...
www.statslab.cam.ac.uk/~nickl/Site/__files/Abstracts.pdf19 Jun 2014: Gaussian Approximations and Bootstrap with p >> n. Victor Chernozhukov. Victor Chernozhukov, Department of Economics, MIT, 50 Memorial Drive, E52-361B,. ... Gábor Lugosi. Gábor Lugosi, Department of Economics, Pompeu Fabra University, Ramon Trias -
Probability About these notes. Many people have written excellent ...
www.statslab.cam.ac.uk/~rrw1/prob/prob-weber.pdf16 Sep 2019: Screening test.Simpson’s paradox. 6.1 Conditional probability. Suppose B is an event with P(B) > 0. ... However, the test yields a false positive rate of1% of the healthy persons tested. -
John Michael Hammersley JOHN MICHAEL HAMMERSLEY21 March 1920 — ...
www.statslab.cam.ac.uk/~grg/papers/jmh_biom.pdf31 Aug 2007: He returned to Oxford in 1959 as Senior Research Officer at theInstitute of Economics and Statistics. ... be producedto order and if so how; can they be recognised and can we test that they are not im-posters? -
Confounder adjustment in large-scale linear structural models
www.statslab.cam.ac.uk/~qz280/publication/cate-mutual-fund/slides.pdf22 Jul 2024: I In R, run summary(lm(YX)).I Equivalent to a two-sample t-test with equal variance. ... Journal of Financial Economics, 33(1).7. Carhart, M. M. (1997). “On persistence in mutual fund performance.” Journal of Finance, 52(1). -
Origins of scaling and power law fluctuations in acompetitive ...
www.statslab.cam.ac.uk/~mike/QF2023/Tebaldi.pdf17 Apr 2023: 2 / 36. The challenge of Critical Phenomena in Economics. • Quantitative Finance community is setting new benchmarks and newchallenges to mainstream economic sciences! • ... Gabaix. 4 / 36. Normative vs Descriptive Models in Economics‘Economists -
Optimization and Control Contents Table of Contents i Schedules ...
www.statslab.cam.ac.uk/~rrw1/oc/oc2013.pdf22 May 2013: 22. 6.3 Optimal stopping over the infinite horizon. 22. 6.4 Sequential Probability Ratio Test. ... 6615.4 Problems in which time appears explicitly. 6615.5 Example: monopolist. 6715.6 Example: neoclassical economic growth. -
CAUSAL INTERPRETATIONS OF BLACK-BOX MODELS QINGYUAN ZHAO AND TREVOR…
www.statslab.cam.ac.uk/~qz280/publication/pdp/paper.pdf22 Jul 2024: ICE is first introduced to discover. interaction between the predictor variables and visually test if the function g is additive. ... Journal of Economic Perspectives, 31(2):87–106, 2017. Judea Pearl. Comment: Graphical models, causality and -
Editorial: Special Issue on "Nonparametric Inference Under Shape …
www.statslab.cam.ac.uk/~rjs57/STS673.pdf29 Nov 2018: Shape-constrained proce-dures are also commonly used in economics (Matzkin,1991, Varian, 1984) and survival analysis, for instancein the interval-censoring problem and hazard func-tion estimation; see the recent ... In the first part of the paper, applica -
Regression tree algorithms with applications to missing…
www.statslab.cam.ac.uk/files/whittlelectures/Trees.pdf12 May 2022: The lectures will present a mix of theory, methodology, andapplications, including examples from economics, medicine, public health, and automo-tive engineering. ... Example with data from experiments on vehicle crash tests. Lecture 6 (May 25) Models for -
Two-Sample Instrumental Variable Analysis: Challenges and Some…
www.statslab.cam.ac.uk/~qz280/publication/two-sample-iv/slides.pdf22 Jul 2024: Future work: Goodness-of-fit test of the statistical model. Good statistical fit more confidence in the results? ... TheReview of Economics and Statistics, 92(3):557–561, 2010. M. Katan. Apoupoprotein e isoforms, serum cholesterol, and cancer.
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