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Assessing entity (e.g., person) risk from entity-related events requires appropriate techniques to address the relevance of events (individually and/or in aggregate) relative to a prevailing temporal frame of reference-for continuous risk monitoring, a running time point representing "the present." We describe two classes of temporal relevance techniques we have used towards insider threat detection in probabilistic risk models based on Bayesian networks. One class of techniques is appropriatedblp:conf/stids/SchragWKW14 fatcat:oj5gpw4fifchfo2hkukwdsciam