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Network-constrained forest for regularized omics data classification

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00023736%3A_____%2F14%3A00011259" target="_blank" >RIV/00023736:_____/14:00011259 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1109/BIBM.2014.6999193" target="_blank" >http://dx.doi.org/10.1109/BIBM.2014.6999193</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1109/BIBM.2014.6999193" target="_blank" >10.1109/BIBM.2014.6999193</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Network-constrained forest for regularized omics data classification

  • Original language description

    In this paper, we propose a random forest-based classifier that minimizes this overfitting with the aid of prior knowledge in the form of a feature interaction network.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    FD - Oncology and haematology

  • 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)

Others

  • Publication year

    2014

  • 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 IEEE international conference on bioinformatics and biomedicine (BIBM)

  • ISBN

    978-1-4799-5669-2

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

    410-417

  • Publisher name

    b.n.

  • Place of publication

    Belfast, UK

  • Event location

    Belfast

  • Event date

    Nov 2, 2014

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article