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Combining Pairwise Classifiers with Stacking.

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F03%3A06030079" target="_blank" >RIV/67985807:_____/03:06030079 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Combining Pairwise Classifiers with Stacking.

  • Original language description

    Pairwise classification is a technique that deals with multi-class problems by converting them into a series of binary problems, one for each pair of classes. The predictions of the binary classifiers are typically combined into an overall prediction byvoting and predicting the class that received the largest number of votes. In this paper we present a generalization of the voting procedure by replacing it with a trainable classifier (stacking). Experimental comparison of votig and stacking is presented.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/LN00A056" target="_blank" >LN00A056: Institute of Theoretical Computer Science (Center of Young Science)</a><br>

  • 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

    2003

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Advances in Intelligent Data Analysis V.

  • ISBN

    3-540-40813-4

  • ISSN

  • e-ISSN

  • Number of pages

    11

  • Pages from-to

    219-229

  • Publisher name

    Springer

  • Place of publication

    Berlin

  • Event location

    Berlin [DE]

  • Event date

    Aug 28, 2003

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article