21 citations · 44 across the 6 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.LG2022★ 14 cited
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging
Anastasios N Angelopoulos, Amit P Kohli, Stephen Bates +5
Image-to-image regression is an important learning task, used frequently in biological imaging. Current algorithms, however, do not generally offer statistical guarantees that prot…
stat.ME2022★ 1 cited
Confidence Intervals for the Generalisation Error of Random Forests
Samyak Rajanala, Stephen Bates, Trevor Hastie +1
Out-of-bag error is commonly used as an estimate of generalisation error in ensemble-based learning models such as random forests. We present confidence intervals for this quantity…