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Overview: This paper from Information Extraction and Transport review the pattern of use where a collection is approximated by an aggregate score and the sufficient statistics argument in the context of Bayesian reasoning. Further, present use of the same technique where the sufficient statistics notion is not applicable. It seems like there needs to be a theoretical justification of the approximation based on a generalization of sufficient statistics. The paper presents two applications where they have used this pattern of use and with remarkable effectiveness. The applications are in: cyber security, and resource provisioning in distributed systems.
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