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Data Depth and its Applications in Classification

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989592%3A15310%2F16%3A33161987" target="_blank" >RIV/61989592:15310/16:33161987 - isvavai.cz</a>

  • Result on the web

    <a href="http://elib.bsu.by/bitstream/123456789/158362/1/Vencalek.pdf" target="_blank" >http://elib.bsu.by/bitstream/123456789/158362/1/Vencalek.pdf</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Data Depth and its Applications in Classification

  • Original language description

    Concept of data depth provides one possible approach to the analysis of multivariate data. Among other it can be also used for classification purposes. The present paper summarizes main ideas how the depth can be used in classification. Two step scheme of the typical depth-based classifiers is discussed. Different choices of the depth function and classification procedure used in this scheme lead to different classifiers with different properties. Different distributional assumptions might lead to the preference of either global or local depth functions and classification procedures.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA15-06991S" target="_blank" >GA15-06991S: Functional data analysis and related topics</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2016

  • 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 XI International conference Computer data analysis and modeling: theoretical and applied stochastics

  • ISBN

    978-985-553-366-6

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    74-78

  • Publisher name

    Publishing Center of BSU

  • Place of publication

    Minsk

  • Event location

    Minsk

  • Event date

    Sep 6, 2016

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article