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We consider the problem of constructing distribution-free prediction sets with finite-sample conditional guarantees.
Bulletin of the American Mathematical Society
McShane, E. J. (1934) Extension of range of functions · 1934
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Transactions of the American Mathematical Society
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Berlin, Heidelberg: Springer-Verlag
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Econometrica
Andrews, D. W. and Shi, X. (2013) Inference based on conditional moment inequalities · 2013
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Journal of the Royal Statistical Society: Series B (Statistical Methodology)
Lei, J. and Wasserman, L. (2014) Distribution‐free prediction bands for non‐parametric regression · 2014
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Cambridge Studies in Advanced Mathematics. Cambridge University Press
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Proceedings of the National Academy of Sciences
Chernozhukov, V., Wüthrich, K. and Zhu, Y. (2021) Distributional conformal prediction · 2021
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Biometrika
Guan, L. (2022) Localized conformal prediction: a generalized inference framework for conformal prediction · 2022
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Qiu, H., Dobriban, E. and Tchetgen, E. T. (2022) Prediction sets adaptive to unknown covariate shift · 2022
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arXiv preprint arXiv:2203.01761
Yang, Y., Kuchibhotla, A. K. and Tchetgen, E. T. (2022) Doubly robust calibration of prediction sets under covariate shift · 2022
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Barber, R. F., Candes, E. J., Ramdas, A. and Tibshirani, R. J. (2023) Conformal prediction beyond exchangeability · 2023
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Information and Inference: A Journal of the IMA
Barber, R. F., Candès, E. J., Ramdas, A. and Tibshirani, R. J. (2020) The limits of distribution-free conditional predictive inference · 2020
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Harvard Data Science Review
Romano, Y., Barber, R. F., Sabatti, C. and Candès, E. (2020a) With Malice Toward None: Assessing Uncertainty via Equalized Coverage
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arXiv preprint arXiv:2303.04379
Deng, Z., Dwork, C. and Zhang, L. (2023) Happymap: A generalized multi-calibration method · 2023
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