Using the mimetic technique to increase AUC. Some very preliminary ideas
نویسنده
چکیده
The Area Under the ROC Curve (AUC) has been recognised as a very robust measure for classification evaluation. Recent efforts have focussed on modifying existing algorithms to improve their AUC or even to use AUC as a search criterion [6]. In this paper, we suggest the possibility that we could improve the AUC of existing models and techniques, without changing the techniques or retraining the models. The idea is based on the mimetic technique, which retrains a classifier using an invented dataset.
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تاریخ انتشار 2004