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Split conformal prediction is a computationally efficient method for performing distribution-free predictive inference in regression.
Conformalized quantile regression
Romano, Y., Patterson, E., Candès, E.J., 2019 · 1905
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Nested conformal prediction and quantile out-of-bag ensemble methods
Gupta, C., Kuchibhotla, A.K., Ramdas, A.K., 2019 · 1910
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The large-sample power of tests based on permutations of observations
Hoeffding, W., 1952 · 1952
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On dominance relations and the structure of animal societies: Iii the condition for a score structure
Landau, H., 1953 · 1953
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Random variables with maximum sums
Rüschendorf, L., 1982 · 1982
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Inductive confidence machines for regression, in: European Conference on Machine Learning, Springer. pp. 345–356
Papadopoulos, H., Proedrou, K., Vovk, V., Gammerman, A., 2002 · 2002
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Transformations which preserve exchangeability and application to permutation tests
Commenges, D., 2003 · 2003
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Exchangeability, conformal prediction, and rank tests
Kuchibhotla, A.K., 2020 · 2005
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Algorithmic learning in a random world
Vovk, V., Gammerman, A., Shafer, G., 2005 · 2005
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Testing statistical hypotheses
Lehmann, E.L., Romano, J.P., 2006 · 2006
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A tutorial on conformal prediction
Shafer, G., Vovk, V., 2008 · 2008
Cited alongside, same era.
P-values for high-dimensional regression
Meinshausen, N., Meier, L., Bühlmann, P., 2009 · 2009
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Testing the prediction error difference between 2 predictors
van de Wiel, M.A., Berkhof, J., van Wieringen, W.N., 2009 · 2009
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Stability selection
Meinshausen, N., Bühlmann, P., 2010 · 2010
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Ren, Z., Wei, Y., Candès, E., 2020 · 2012
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Cross-conformal predictors
Vovk, V., 2015 · 2015
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Exact testing with random permutations
Hemerik, J., Goeman, J., 2018 · 2018
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Distribution-free predictive inference for regression
Lei, J., G’Sell, M., Rinaldo, A., Tibshirani, R.J., Wasserman, L., 2018 · 2018
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Halving the bounds for the Markov, Chebyshev, and Chernoff inequalities using smoothing
Huber, M., 2019 · 2019
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Exact tests via multiple data splitting
DiCiccio, C.J., DiCiccio, T.J., Romano, J.P., 2020 · 2020
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Another look at the lady tasting tea and differences between permutation tests and randomisation tests
Hemerik, J., Goeman, J.J., 2020 · 2020
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Gammerman, A., Vovk, V., Vapnik, V., 2013 · 2013
Cited alongside, same era.
Variable selection with error control: another look at stability selection
Shah, R.D., Samworth, R.J., 2013 · 2013
Cited alongside, same era.
Conformal prediction for reliable machine learning: theory, adaptations and applications
Balasubramanian, V., Ho, S.S., Vovk, V., 2014 · 2014
Cited alongside, same era.
Aggregated conformal prediction, in: IFIP International Conference on AIAI, Springer. pp. 231–240
Carlsson, L., Eklund, M., Norinder, U., 2014 · 2014
Cited alongside, same era.
A comparison of some conformal quantile regression methods
Sesia, M., Candès, E.J., 2020 · 2020
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Combining p-values via averaging
Vovk, V., Wang, R., 2020 · 2020
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Predictive inference with the jackknife+
Barber, R.F., Candes, E.J., Ramdas, A., Tibshirani, R.J., 2021 · 2021
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