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On Conservativeness of Posterior Density Fusion

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F13%3A43919242" target="_blank" >RIV/49777513:23520/13:43919242 - isvavai.cz</a>

  • Result on the web

    <a href="http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6641089" target="_blank" >http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6641089</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    On Conservativeness of Posterior Density Fusion

  • Original language description

    The paper deals with information fusion in a decentralised estimation problem. Supposing the dependence of input information pieces is unknown, conservative fusion requires to not overestimate the quality of the fusion output. The classical and Bayesianperspectives are reviewed and the fusion performed by a weighted geometric mean of the input posterior probability densities is inspected. The paper proposes to use two concepts of conservativeness, the observed and expected ones. The provided examples show that in a general case, the used fusion rule does not ensure the fused density to be conservative.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BC - Theory and management systems

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GC13-07058J" target="_blank" >GC13-07058J: Consistent Fusion in Networked Estimation Systems</a><br>

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2013

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceedings of the 16th International Conference on Information FUSION

  • ISBN

    978-605-86311-1-3

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    85-92

  • Publisher name

    IEEE

  • Place of publication

    Piscataway

  • Event location

    Istanbul, Turkey

  • Event date

    Jul 9, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article