Anomaly Detection in Edge Streams

4 papers with code • 1 benchmarks • 1 datasets

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Datasets


Most implemented papers

MIDAS: Microcluster-Based Detector of Anomalies in Edge Streams

bhatiasiddharth/MIDAS 11 Nov 2019

Given a stream of graph edges from a dynamic graph, how can we assign anomaly scores to edges in an online manner, for the purpose of detecting unusual behavior, using constant time and memory?

Real-Time Anomaly Detection in Edge Streams

Stream-AD/MIDAS 17 Sep 2020

Given a stream of graph edges from a dynamic graph, how can we assign anomaly scores to edges in an online manner, for the purpose of detecting unusual behavior, using constant time and memory?

SEDANSPOT: Detecting Anomalies in Edge Streams

dhivyaeswaran/sedanspot ICDM 2018

Given a stream of edges from a time-evolving (un)weighted (un)directed graph, we consider the problem of detecting anomalous edges in near real-time using sublinear memory.

F-FADE: Frequency Factorization for Anomaly Detection in Edge Streams

snap-stanford/F-FADE 9 Nov 2020

Edge streams are commonly used to capture interactions in dynamic networks, such as email, social, or computer networks.