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Characterization of inclusion neighbourhood in terms of the essential graph

Result description

The motivation of the problem solved in the paper is learning Bayesian networks. Neighbouring equivalence classes of a given equivalence class of Bayesian networks in the sense of so-called inclusion neighbourhood are characterized efficiently in terms of the respective standard representative of the equivalence class, which is named the essential graph.

Keywords

learning Bayesian networksinclusion neighbourhoodessential graph

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    Characterization of inclusion neighbourhood in terms of the essential graph

  • Original language description

    The motivation of the problem solved in the paper is learning Bayesian networks. Neighbouring equivalence classes of a given equivalence class of Bayesian networks in the sense of so-called inclusion neighbourhood are characterized efficiently in terms of the respective standard representative of the equivalence class, which is named the essential graph.

  • Czech name

    Charakterizace inlusion-okolí v termínech esenciálního grafu

  • Czech description

    Motivace řešeného problému je učení Bayesovských sítí. Jsou charakterizovány sousední třídy ekvivalence dané třídy ekvivalence Bayesovských sítí ve smyslu inclusion-okolí a to v termínech standardního reprezentanta oné třídy ekvivalence, nazývaného esenciální graf.

Classification

  • Type

    Jx - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    BA - General mathematics

  • 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)
    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

  • Name of the periodical

    International Journal of Approximate Reasoning

  • ISSN

    0888-613X

  • e-ISSN

  • Volume of the periodical

    38

  • Issue of the periodical within the volume

    3

  • Country of publishing house

    US - UNITED STATES

  • Number of pages

    27

  • Pages from-to

    283-309

  • UT code for WoS article

  • EID of the result in the Scopus database

Basic information

Result type

Jx - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

Jx

CEP

BA - General mathematics

Year of implementation

2005