Detail publikace
Comparison of Neural Network and Grammatical Evolution for Time Series Prediction
LÝSEK, J. ŠŤASTNÝ, J. MOTYČKA, A.
Český název
Comparison of Neural Network and Grammatical Evolution for Time Series Prediction
Anglický název
Comparison of Neural Network and Grammatical Evolution for Time Series Prediction
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
en
Originální abstrakt
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 model and setup difficulty.
Český abstrakt
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 model and setup difficulty.
Anglický abstrakt
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 model and setup difficulty.
Klíčová slova česky
neural network, grammatical evolution, learning, prediction
Klíčová slova anglicky
neural network, grammatical evolution, learning, prediction
Rok RIV
2013
Vydáno
26.06.2013
Místo
Brno
ISBN
978-80-214-4755-4
Kniha
Mendel 2013
Strany od–do
215–220
Počet stran
6
BIBTEX
@inproceedings{BUT100945,
author="Jiří {Lýsek} and Jiří {Šťastný} and Arnošt {Motyčka},
title="Comparison of Neural Network and Grammatical Evolution for Time Series Prediction",
booktitle="Mendel 2013",
year="2013",
month="June",
pages="215--220",
address="Brno",
isbn="978-80-214-4755-4"
}