897 citations · 2.1k across the 32 of their papers we have counts for
3 papers · 1 filter
Transductive Optimization of Top k Precision
Li-Ping Liu, Thomas G. Dietterich, Nan Li +1
Consider a binary classification problem in which the learner is given a labeled training set, an unlabeled test set, and is restricted to choosing exactly test points to outpu…
A Meta-Analysis of the Anomaly Detection Problem
Andrew Emmott, Shubhomoy Das, Thomas Dietterich +2
This article provides a thorough meta-analysis of the anomaly detection problem. To accomplish this we first identify approaches to benchmarking anomaly detection algorithms across…
Sequential Feature Explanations for Anomaly Detection
Md Amran Siddiqui, Alan Fern, Thomas G. Dietterich +1
In many applications, an anomaly detection system presents the most anomalous data instance to a human analyst, who then must determine whether the instance is truly of interest (e…