2009 · 14 citations · 18 references
ComputingComputer ScienceComputer SystemsDistributed SystemsInformation TheoryProbability TheoryAnomaly DetectionChange-point DetectionMarkov ProcessesSensor NetworksState-space ModelsWireless Sensor NetworksFault Detection In Sensor NetworksMarkov Network ModelsNetwork Change-point DetectionProbabilistic Anomaly DetectionSensor Network ModelsSensor Network MonitoringSensor-based Anomaly Detection
The paper develops application of techniques from robust and universal hypothesis testing for anomaly detection and change-point detection in dynamic, interconnected systems. This theory is extended using the concept of projected Markov models originally proposed by Claude Shannon. Also presented is a detailed application to anomaly detection from people movements patterns in buildings.
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A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
Transport, Collective Motion, and Brownian Motion
Hazime Mori · Progress of Theoretical Physics · 1965 · 4.6K citations