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Probabilistic modeling of dynamic systems

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F13%3A10190768" target="_blank" >RIV/00216208:11320/13:10190768 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Probabilistic modeling of dynamic systems

  • Original language description

    This article briefly introduces selected probabilistic approaches to search optimal behaviour of an agent in dynamic systems. It describes two possible extensions of Markov decision processes (MDP) which are the standard for probabilistic planning. Our uncertainty about transition probabilities is described by Markov decision processes with imprecise probabilities (MDP-IP). Missing information about actual state can be handled by Partially observable Markov decision processes (POMDP). This article compares both approaches and discusses their possible combination.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JC - Computer hardware and software

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

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

    ITAT 2013: Information Technologies-Applications and Theory Workshops, Posters, and Tutorials

  • ISBN

    978-1-4909-5208-6

  • ISSN

  • e-ISSN

  • Number of pages

    7

  • Pages from-to

    111-117

  • Publisher name

    CreateSpace Independent Publishing Platform

  • Place of publication

    Košice

  • Event location

    Donovaly, Slovakia

  • Event date

    Sep 11, 2013

  • Type of event by nationality

    CST - Celostátní akce

  • UT code for WoS article