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Characteristic imset: a simple algebraic representative of a Bayesian network structure

Result description

Basic idea of algebraic and geometric approach to learning Bayesian nets is recalled. A simpler algebraic representative, called the characteristic imset, is proposed. It is a 0-1 vector, obtained from the former representative, standard imset, by an affine trensformation. It is closer to graphical decription. The relation to the essential graph is established.

Keywords

characteristic imsetBayesian network strucutreessential graph

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    Characteristic imset: a simple algebraic representative of a Bayesian network structure

  • Original language description

    Basic idea of algebraic and geometric approach to learning Bayesian nets is recalled. A simpler algebraic representative, called the characteristic imset, is proposed. It is a 0-1 vector, obtained from the former representative, standard imset, by an affine trensformation. It is closer to graphical decription. The relation to the essential graph is established.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • 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

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2010

  • 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 5th European Workshop on Probabilistic Graphical Models (PGM 2010)

  • ISBN

    978-952-60-3314-3

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

  • Publisher name

    HIIT Publications

  • Place of publication

    Helsinki

  • Event location

    Helsinki

  • Event date

    Sep 13, 2010

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article

Basic information

Result type

D - Article in proceedings

D

CEP

BA - General mathematics

Year of implementation

2010