An Improved Method for Bandwidth Selection when Estimating Roc Curves
Hall, Peter G
Hyndman, Rob J.
10.4225/03/59360693c376c
https://bridges.monash.edu/articles/journal_contribution/An_Improved_Method_for_Bandwidth_Selection_when_Estimating_Roc_Curves/5080744
The receiver operating characteristic (ROC) curve is used to describe the performance of a diagnostic test which classifies observations into two groups. We introduce a new method for selecting bandwidths when computing kernel estimates of ROC curves. Our technique allows for interaction between the distributions of each group of observations and gives substantial improvement in MISE over other proposed methods, especially when the two distributions are very different.
2017-06-06 01:34:06
binary classification
1959.1/2308
Bandwidth selection
2002
kernel estimator
monash:2308
ROC curve