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Lecture Notes on Causal Inference(with corrections) Qingyuan Zhao May …
https://www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/notes-2021.pdf3 Jun 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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Talks
https://www.statslab.cam.ac.uk/~frank/TALKS/4 Jul 2024: MITACS meeting on Network and Internet Economics, Vancouver, May 2011. EURANDOM, Netherlands, April 2011. ... The Human Dimension of Risk, Cambridge, December 2010. Economic perspectives on congestion (abstracts). -
Group Members
https://www.statslab.cam.ac.uk/~rjs57/Group.html18 Jun 2024: Yining Chen (Assistant Professor then Associate Professor, Department of Statistics, London School of Economics and Political Science). ... Tengyao Wang (Lecturer, Department of Statistical Science, University College London; Associate Professor, London -
Luke Barratt
https://www.statslab.cam.ac.uk/~lab85/teaching.html31 Oct 2023: Part IB Statistics. Examples sheets. Past exam questions. Part II Principles of Statistics. Examples sheets. ... Past exam questions. -
MATHEMATICS OF MACHINE LEARNING Part IIRevision Sheet RDS/Lent 2024…
https://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:. -
Curriculum Vitae
https://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
https://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. -
Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/3 Jun 2024: 2024-02-08 2:00 PM — 3:00 PM London School of Economics and Political Science (LSE). -
UNIVERSITY OF CAMBRIDGE Faculty of Mathematics SCHEDULES OF LECTURE…
https://www.statslab.cam.ac.uk/~lab85/resources/schedules2324.pdf31 Oct 2023: In particular, it contains the schedules, or syllabus specifications, that define each course inthe undergraduate Tripos, and it contains detailed information about the structure and marking of exam-inations, and the ... then continue to work on the exam -
Causal interpretations of black-box models | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/pdp/3 Jun 2024: Publication. Journal of Business & Economic Statistics (2019). 2024. Powered by the Academic theme forCite. -
Confounder selection via iterative graph expansion | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/lse-2024/3 Jun 2024: Event. Joint Econometrics and Statistics Seinar. Location. London School of Economics and Political Science (LSE). -
Talks | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/3 Jun 2024: 2024-02-08 2:00 PM — 3:00 PM London School of Economics and Political Science (LSE). -
A Novel Approach to Spatially Indexed Functional Data AnalysisLuke ...
https://www.statslab.cam.ac.uk/~lab85/resources/RSS%20Poster%20-%20LA%20Barratt%20and%20JAD%20Aston.pdf31 Aug 2023: The spatial observation of functional data is also common in manyother fields, including meteorology, economics, neuroscience and ecology. -
Publications | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/3 Jun 2024: Journal of Business & Economic Statistics (2019). Charles Zheng, Trevor Hastie, Robert Tibshirani (2016). -
SISCER Module 12 Lecture 5: Instrumental variables
https://www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/L5.pdf3 Jun 2024: IV in Economics: Effect of military service on earnings (Angrist, 1990). ... American Economic Review, 80(3):313–336. Gamazon, E. R., , Wheeler, H. E., Shah, K. -
Sensitivity analysis via stochastic programming
https://www.statslab.cam.ac.uk/~qz280/talk/icsds-2023/slides.pdf3 Jun 2024: Blattman, Christopher and Jeannie Annan (2010). “The Consequences of ChildSoldiering”. In: The Review of Economics and Statistics 92.4, pp. ... In:American Economic Review 93, pp. 126–132. Saltelli, Andrea et al. (2004). -
Sensitivity analysis for observational studies: Past, Present, and…
https://www.statslab.cam.ac.uk/~qz280/talk/uea-2024/slides.pdf3 Jun 2024: Blattman, Christopher and Jeannie Annan (2010). “The Consequences of ChildSoldiering”. In: The Review of Economics and Statistics 92.4, pp. ... In:American Economic Review 93, pp. 126–132. Rosenbaum, P. R. (1987). “Sensitivity analysis for -
Mendelian randomization
https://www.statslab.cam.ac.uk/~qz280/talk/mr-tutorial/slides.pdf3 Jun 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. -
Will competition-winning methods for causal inference also succeed in …
https://www.statslab.cam.ac.uk/~qz280/publication/acic-competition-comment/paper.pdf3 Jun 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…
https://www.statslab.cam.ac.uk/~qz280/talk/yale-biostats-2020-2/slides.pdf3 Jun 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. -
STATISTICAL MODELLING Part IIC, Michaelmas 2021 Practical 8:…
https://www.statslab.cam.ac.uk/~qz280/teaching/modelling-2022/P8.pdf3 Jun 2024: The first row records the meeting of a male Economics student and a female Law student, which didnot result in a match (match is 0). -
SISCER Module 12 Lecture 6: Negative Controls and…
https://www.statslab.cam.ac.uk/~qz280/teaching/siscer-2023/L6.pdf3 Jun 2024: 2020). Can labor market policies reduce deaths ofdespair? Journal of health economics, 74:102372. -
Causal Inference: An Introduction Qingyuan Zhao Statistical…
https://www.statslab.cam.ac.uk/~qz280/talk/ssrmp-2020/slides.pdf3 Jun 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? -
Confounder adjustment in large-scale linear structural models
https://www.statslab.cam.ac.uk/~qz280/publication/cate-mutual-fund/slides.pdf3 Jun 2024: Journal of Financial Economics, 33(1).7. Carhart, M. M. (1997). “On persistence in mutual fund performance.” Journal of Finance, 52(1). -
CAUSAL INTERPRETATIONS OF BLACK-BOX MODELS QINGYUAN ZHAO AND TREVOR…
https://www.statslab.cam.ac.uk/~qz280/publication/pdp/paper.pdf3 Jun 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. -
Two-Sample Instrumental Variable Analysis: Challenges and Some…
https://www.statslab.cam.ac.uk/~qz280/publication/two-sample-iv/slides.pdf3 Jun 2024: TheReview of Economics and Statistics, 92(3):557–561, 2010. M. Katan. Apoupoprotein e isoforms, serum cholesterol, and cancer. -
Causal Inference
https://www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/slides.pdf3 Jun 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
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