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Comparison of Neural Network and Grammatical Evolution for Time Series Prediction

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26210%2F13%3APU104589" target="_blank" >RIV/00216305:26210/13:PU104589 - isvavai.cz</a>

  • Alternative codes found

    RIV/62156489:43110/13:00214084

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Comparison of Neural Network and Grammatical Evolution for Time Series Prediction

  • Original language description

    In this contribution we present a comparison of a neural network with an agent created by grammatical evolution for time series prediction problem. We use the back-propagation algorithm to train the neural network for predicting future value of a time series. To evolve prediction agents we use grammatical evolution with backwards processing and equalization operator. Finally the results of both methods are compared by their ability to predict time series values, by time needed to create prediction modeland setup difficulty.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

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

    Mendel 2013

  • ISBN

    978-80-214-4755-4

  • ISSN

  • e-ISSN

  • Number of pages

    6

  • Pages from-to

    215-220

  • Publisher name

    Neuveden

  • Place of publication

    Brno

  • Event location

    Brno University of Technology

  • Event date

    Jun 26, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article