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Growing Neural Gas ? A Parallel Approach

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F13%3A86088264" target="_blank" >RIV/61989100:27240/13:86088264 - isvavai.cz</a>

  • Alternative codes found

    RIV/61989100:27740/13:86088264

  • Result on the web

    <a href="http://download.springer.com/static/pdf/129/chp%253A10.1007%252F978-3-642-40925-7_38.pdf?auth66=1396007935_45b35c1beed7814b344baf418558b870&ext=.pdf" target="_blank" >http://download.springer.com/static/pdf/129/chp%253A10.1007%252F978-3-642-40925-7_38.pdf?auth66=1396007935_45b35c1beed7814b344baf418558b870&ext=.pdf</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-642-40925-7_38" target="_blank" >10.1007/978-3-642-40925-7_38</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Growing Neural Gas ? A Parallel Approach

  • Original language description

    The paper deals with the high dimensional data clustering problem. One possible way to cluster this kind of data is based on Artificial Neural Networks (ANN) such as SOM or Growing Neural Gas (GNG). The learning phase of the ANN, which is time-consumingespecially for large high-dimensional datasets, is the main drawback of this approach to data clustering. The parallel modification, Growing Neural Gas, and its implementation on the HPC cluster is presented in the paper. Some experimental results are also presented.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • 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

    2013

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Lecture Notes in Computer Science. Volume 8104

  • ISBN

    978-3-642-40924-0

  • ISSN

    0302-9743

  • e-ISSN

  • Number of pages

    12

  • Pages from-to

    408-419

  • Publisher name

    Springer Verlag

  • Place of publication

    London

  • Event location

    Krakow

  • Event date

    Sep 25, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article