5 citations · 5 across the 4 of their papers we have counts for
4 papers
The Topology of Negatively Associated Distributions
Jonathan Root, Mark Kon
We consider the sets of negatively associated (NA) and negatively correlated (NC) distributions as subsets of the space of all probability distributions on $\mathbb{R…
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…
Learning Efficient Anomaly Detectors from -NN Graphs
Jing Qian, Jonathan Root, Venkatesh Saligrama
We propose a non-parametric anomaly detection algorithm for high dimensional data. We score each datapoint by its average -NN distance, and rank them accordingly. We then train…
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…