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Introduction to distributed probability propagation nets

Published: 23 November 2015 Publication History

Abstract

This paper addresses the problem of model based diagnosis in distributed systems. It gives a special focus to probabilistic reasoning and modeling uncertainty. The system setting we consider is a set of interacting subsystems, each of which is modeled with a PPN (probability propagation net). The interaction between subsystems is modeled by the firing of common transitions that belong to more than one subsystem. All of that is logically defined by means of PHA (probabilistic Horn abductions) and the method to calculate probabilities of diagnoses is shown. The diagnostic process is done by exploiting transition invariants of Petri nets.

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  1. Introduction to distributed probability propagation nets

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    IPAC '15: Proceedings of the International Conference on Intelligent Information Processing, Security and Advanced Communication
    November 2015
    495 pages
    ISBN:9781450334587
    DOI:10.1145/2816839
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    Publication History

    Published: 23 November 2015

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    Author Tags

    1. Model based diagnosis
    2. distributed systems
    3. probabilistic Horn abduction
    4. probabilistic reasoning
    5. probability propagation nets

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