72 citations · 107 across the 15 of their papers we have counts for
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stat.ME2021★ 6 cited
Distribution-free calibration guarantees for histogram binning without sample splitting
Chirag Gupta, Aaditya K. Ramdas
We prove calibration guarantees for the popular histogram binning (also called uniform-mass binning) method of Zadrozny and Elkan [2001]. Histogram binning has displayed strong pra…
stat.ME2019★ 72 cited
Nested conformal prediction and quantile out-of-bag ensemble methods
Chirag Gupta, Arun K. Kuchibhotla, Aaditya K. Ramdas
Conformal prediction is a popular tool for providing valid prediction sets for classification and regression problems, without relying on any distributional assumptions on the data…