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Prior information in Bayesian identification of a linear regression model

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985556%3A_____%2F05%3A00026443" target="_blank" >RIV/67985556:_____/05:00026443 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Prior information in Bayesian identification of a linear regression model

  • Original language description

    Construction of prior information for Bayes identificationof linear regression model with normal noise and lack of data is presented. The model discrabes accumulation of activity in thyroid gland after administration of 131I to patients with thyroid cancer. One way of prior information is a restriction of parameters support. Second way uses theory of information merging between agents. Prior information improves prediction ability of the model and decreases lower bound for sufficient amount of data.

  • Czech name

    Apriorní informace v bayesovké identifikaci lineárního regresního modelu

  • Czech description

    Je ukázána konstrukce apriorní informace pro bayesovskou identifikaci lineárního regresního modelu s normálním šumem a malým počtem dat. Model přestavuje průběh aktivity štítné žlázy po terapeutické aplikaci 131I pacientům s karcinomem štítné žlázy. Proapriorní informaci je použito omezení definičního oboru parametrů a teorie sdílení znalostí mezi agenty. Apriorní informace zlepšuje predikční schopnost modelu a snižuje dolní hranici pro minimální počet dat, s nimiž lze identifikaci provést.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2005

  • 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 6th International PhD Workshop in Systems and Control, Young Generation Viewpoint

  • ISBN

    961-6303-74-0

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    1-6

  • Publisher name

    Jozef Stefan Institute

  • Place of publication

    Ljubljana

  • Event location

    Izola

  • Event date

    Oct 4, 2005

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article