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Back-Propagation and K-Means Algorithms Comparison

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F06%3APU63586" target="_blank" >RIV/00216305:26220/06:PU63586 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Back-Propagation and K-Means Algorithms Comparison

  • Original language description

    The paper describes the application of algorithms for object classification by using artificial neural networks. The MLP (Multi Layer Perceptron) and RBF (Radial Basis Function) neural networks were used. We compared results obtained by a using of learning algorithms Back-Propagation (BP) and K-Means. The real technological scene for object classification was simulated with digitization of two-dimensional pictures. The principles and algorithms given below have been used in an application that was developed at Brno University of Technology.

  • Czech name

    Porovnání algoritmů Back-Propagation a K-Means

  • Czech description

    Příspěvek popisuje aplikaci algoritmů pro klasifikaci objeků a užívá umělé neuronové sítě. Užity jsou neuronové sítě MLP (Multi Layer Perceptron) a RBF (Radial Basis Function)a porovnány jsou výsledky při algoritmech Back-Propagation (BP) and K-Means. Vývoj probíhá na VUT v Brně.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    JA - Electronics and optoelectronics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/2E06034" target="_blank" >2E06034: Lifetime education and professional preparation in the field of telematics, teleinformatic and transport telematics</a><br>

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2006

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    2006 8th International Conference on SIGNAL PROCESSING Proceedings

  • ISBN

    0-7803-9736-3

  • ISSN

  • e-ISSN

  • Number of pages

    4

  • Pages from-to

    1871-1874

  • Publisher name

    IEEE Press

  • Place of publication

    Beijing, China

  • Event location

    Guilin

  • Event date

    Nov 16, 2006

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article