6 citations · 11 across the 8 of their papers we have counts for
4 papers · 1 filter
Isotonic subgroup selection
Manuel M. Müller, Henry W. J. Reeve, Timothy I. Cannings +1
Given a sample of covariate-response pairs, we consider the subgroup selection problem of identifying a subset of the covariate domain where the regression function exceeds a pre-d…
Nonparametric classification with missing data
Torben Sell, Thomas B. Berrett, Timothy I. Cannings
We introduce a new nonparametric framework for classification problems in the presence of missing data. The key aspect of our framework is that the regression function decomposes i…
Optimal subgroup selection
Henry W. J. Reeve, Timothy I. Cannings, Richard J. Samworth
In clinical trials and other applications, we often see regions of the feature space that appear to exhibit interesting behaviour, but it is unclear whether these observed phenomen…
Local nearest neighbour classification with applications to semi-supervised learning
Timothy I. Cannings, Thomas B. Berrett, Richard J. Samworth
We derive a new asymptotic expansion for the global excess risk of a local--nearest neighbour classifier, where the choice of may depend upon the test point. This expansion…