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An Agent-based approach to distributed data and information fusion

An Agent-based approach to distributed data and information fusion,10.1109/IAT.2004.1342997,Gregor Pavlin,Marinus Maris,Jan Nunnink

An Agent-based approach to distributed data and information fusion   (Citations: 17)
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Conference: International Agent Technology Conference - IAT , pp. 466-470, 2004
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    • ...In particular, we make use of Distributed Perception Networks (DPN) [8, 11], a framework which support creation of self-configurable systems implementing exact Bayesian inference...
    • ...In particular, we use the Distributed Perception Networks framework (DPN), a modular approach to Bayesian information fusion [8]...

    Gregor Pavlinet al. A Distributed Approach to Gas Detection and Source Localization Using ...

    • ...Distributed Perception Networks (DPN) are an agent-based approach to fusion of heterogeneous data and information introduced by Pavlin et al. [14,15]...

    Sam Maeset al. Inference in multi-agent causal models

    • ...However, there exist applications where this is the case, as for example the Distributed Perception Networks [17], which deals with hundreds or thousands of observations, each corresponding to a fragment in a BN...

    Jan Nunninket al. Towards improved Bayesian fusion through run-time model analysis

    • ...In other words, such tendencies provide guidance for the construction of robust fusion systems (e.g. see [4])...

    J. R. J. Nunninket al. Towards Robust State Estimation with Bayesian Networks: A New Perspect...

    • ...In particular, we are introducing an inter-agent belief propagation algorithm, which meets the requirements of Distributed Perception Networks (DPN) [1], an agent based approach to diagnostic fusion that supports gradual mapping between the raw sensory data and higher-level information types used for the decision making...
    • ...However, the purpose of DPN [1] is significantly different from the applications that [3, 4] is focusing on. Namely, in each DPN we are interested in a single hypothesis node and, consequently, the evidence is propagated only upwards...
    • ...We investigate fusion in the context of DPN [1], networks of agents which can fuse heterogeneous information through cooperative Distributed Problem Solving [5]...
    • ...Such distributed fusion structures are obtained through communication channels established between compatible agents [1]...

    Patrick De Oudeet al. Information Fusion with Distributed Probabilistic Networks

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