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Lecture Notes on Causal Inference(with corrections) Qingyuan Zhao May …
www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/notes-2021.pdf5 Apr 2024: Economics. Maths. Engineering. Computer Science. 0% 20% 40% 60% 80% 100%. ... Using H0, we can impute all the missing potential outcomes (Table 2.2).Suppose A[n] in Table 2.2 is randomised by sampling without replacement (Exam-. Results that match 1 of 2 words
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Causal Inference
www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/slides.pdf5 Apr 2024: Judea Pearl (Turing Award, 2011); Joshua Angrist & Guido Imbens (Nobel Memorial Prize in Economics, 2021); James Robins, Miguel Hernán, Thomas Richardson, Andrea Rotnitzky, & Eric. ... Why is causal inference important? 1 Ubiquitous in many scientific -
Causal Inference: An Introduction Qingyuan Zhao Statistical…
www.statslab.cam.ac.uk/~qz280/talk/ssrmp-2020/slides.pdf5 Apr 2024: Economics, education, psychology, and other social sciences;. Artificial intelligence and computer science;. ... Examples in social sciences. 1 Economics: How does supply and demand (causally) depend on price? -
CAUSAL INTERPRETATIONS OF BLACK-BOX MODELS QINGYUAN ZHAO AND TREVOR…
www.statslab.cam.ac.uk/~qz280/publication/pdp/paper.pdf5 Apr 2024: Hedonic housing prices and the demand for. clean air. Journal of environmental economics and management, 5(1):81–102, 1978. ... Journal of Economic Perspectives, 31(2):87–106, 2017. Judea Pearl. Comment: Graphical models, causality and intervention. -
Confounder adjustment in large-scale linear structural models
www.statslab.cam.ac.uk/~qz280/publication/cate-mutual-fund/slides.pdf5 Apr 2024: Journal of Financial Economics, 33(1).7. Carhart, M. M. (1997). “On persistence in mutual fund performance.” Journal of Finance, 52(1). -
Curriculum Vitae
www.statslab.cam.ac.uk/~qz280/files/cv.pdf20 Mar 2024: 2024 London School of Economics (Statistics Joint Econometrics and Statistics Seminar); Univer-sity of East Anglia. ... 15. Journal of the Americal Statistical Association. 16. Journal of Business & Economic Statistics. -
Frank Kelly's papers
www.statslab.cam.ac.uk/~frank/PAPERS/30 Mar 2024: An earlier version was presented at the 15th ACM Conference on Economics and Computation, 2014. ... In "Internet Economics" (Editors Lee W. McKnight and Joseph P. Bailey) MIT Press, 1997. -
MATHEMATICS OF MACHINE LEARNING Part IIRevision Sheet RDS/Lent 2024…
www.statslab.cam.ac.uk/~rds37/teaching/machine_learning/revision.pdf9 Mar 2024: Bias–variance decomposition’ was explicitly added. From past exams then, the following questions should be accessible:. -
Mendelian randomization
www.statslab.cam.ac.uk/~qz280/talk/mr-tutorial/slides.pdf5 Apr 2024: 7/40. IV in Economics: Effect of military service on earnings2. Lottery number Z Military service X Earning Y. ... administrative records. American Economic Review, 80(3), 313–336. 8/40. Results of the Vietnam-war lottery study. -
Sensitivity analysis for observational studies: Looking back and…
www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020-2/slides.pdf5 Apr 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.
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