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Gibran Hemani | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/gibran-hemani/3 Jun 2024: Search. Gibran Hemani. Latest. 2024. Powered by the Academic theme forCite. -
Causal interpretations of black-box models | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/publication/pdp/3 Jun 2024: Search. Causal interpretations of black-box models. Qingyuan Zhao, Trevor Hastie. August 2016Abstract. We link Friedman’s partial dependence plot with Pearl’s backdoor adjustment formula. We discuss situations when possible causal -
Factor Analysis | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/factor-analysis/3 Jun 2024: Search. Factor Analysis. Performance evaluation with latent factors. We use the Confounder Adjusted Testing and Estimating (CATE) proposed in our previous paper to estimate the abnormal return (aka 'alpha') of U.S. equity mutual funds. When funds -
Trevor Hastie | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/author/trevor-hastie/3 Jun 2024: Search. Trevor Hastie. Latest. 2024. Powered by the Academic theme forCite. -
Social Sciences | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/social-sciences/3 Jun 2024: Search. Social Sciences. Performance evaluation with latent factors. We use the Confounder Adjusted Testing and Estimating (CATE) proposed in our previous paper to estimate the abnormal return (aka 'alpha') of U.S. equity mutual funds. When funds -
Selection Bias | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/selection-bias/3 Jun 2024: Search. Selection Bias. To be read before The Royal Statistical Society at the Society's 2021 annual conference held in Manchester on Wednesday, September 8th, 2021, the President, Professor Sylvia Richardson, in the Chair. A note on post-treatment -
Multiple conditional randomization tests | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/talk/ims-2022/3 Jun 2024: Search. Multiple conditional randomization tests. Date. 2022-06-27 5:10 PM — 5:30 PM. Location. London. 2024. Powered by the Academic theme forCite. -
Machine Learning | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/tag/machine-learning/3 Jun 2024: Search. Machine Learning. Comment: Will competition-winning methods for causal inference also succeed in practice?. This is an invited commentary for Statistical Science on the causal inference data competition in ACIC 2016. Causal interpretations -
Sensitivity analysis for observational studies: past, present, and…
https://www.statslab.cam.ac.uk/~qz280/talk/uea-2024/3 Jun 2024: Search. Sensitivity analysis for observational studies: past, present, and future. Date. 2024-02-13 2:00 PM — 3:00 PM. Location. University of East Anglia. 2024. Powered by the Academic theme forCite. -
Causal Inference (Part III, Michaelmas 2023) | Qingyuan Zhao
https://www.statslab.cam.ac.uk/~qz280/teaching/causal-2023/3 Jun 2024: Search. Causal Inference (Part III, Michaelmas 2023). 2023-10-05. This is a 16-lecture course on causal inference, the statistical science of drawing causal conclusions from experimental and non-experimental data. [Updated: <2023-11-23 Thu>].
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