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An extension of lazy evaluation for influence diagrams avoiding redundant variables in the potentials

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F04%3A00002501" target="_blank" >RIV/00216208:11320/04:00002501 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    An extension of lazy evaluation for influence diagrams avoiding redundant variables in the potentials

  • Original language description

    Standard methods for solving influence diagrams consist in stepwise elimination of variables, and along with elimination of a variable a set of new potentials over new domains is calculated. It is well known that these methods tend to produce unnecessarily large domains resulting in excessive consumption of time and memory. The lazy evaluation method represents a partial solution to the problem. We extend any potential with two graphs over its domain representing the dependencies of variables. When a node A is eliminated, all necessary structural information for establishing the minimal sets of domains for potentials is contained in these graphs. We push lazy evaluation a step more to avoid performing unnecessary multiplications and subsequent divisionwith equivalent potentials.

  • Czech name

    Rozšíření lazy evaluace influenčních diagramů, která se vyhne redundandním proměnným v tabulkách

  • Czech description

    V článku navrhujeme metodu, jak zefektivnit vyhodnocování influenčních diagramů. Spolu s tabulkami si pamatujeme dva grafy; tato informace o struktuře umožní identifikovat a vyřadit nadbytečné proměnné v tabulce a tím snížit (často kritické) nároky vyhodnocování na paměť.

Classification

  • Type

    J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    BD - Information theory

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2004

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    International Journal of Uncertainty, Fuzziness and Knowledge-based Systems

  • ISSN

    0218-4885

  • e-ISSN

  • Volume of the periodical

    2004

  • Issue of the periodical within the volume

    12

  • Country of publishing house

    SG - SINGAPORE

  • Number of pages

    17

  • Pages from-to

    1-17

  • UT code for WoS article

  • EID of the result in the Scopus database