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stat.ML2016
Learning Minimum Volume Sets and Anomaly Detectors from KNN Graphs
Jonathan Root, Venkatesh Saligrama, Jing Qian
We propose a non-parametric anomaly detection algorithm for high dimensional data. We first rank scores derived from nearest neighbor graphs on -point nominal training data. We…
stat.ML2014
A Rank-SVM Approach to Anomaly Detection
Jing Qian, Jonathan Root, Venkatesh Saligrama +1
We propose a novel non-parametric adaptive anomaly detection algorithm for high dimensional data based on rank-SVM. Data points are first ranked based on scores derived from neares…