Semi-Chaotic Financial Series and Neural Network Forecasting: Evidence from European Stock Markets
Yugoslav journal of operations research, Tome 6 (1996) no. 2, p. 305
Cet article a éte moissonné depuis la source eLibrary of Mathematical Institute of the Serbian Academy of Sciences and Arts
This study examines time series from five European Stock Markets (UK.
Germany, Belgium, Spain and Greece). Based on empirical evidence concerning nonlinear
dependence, long-term memory effects and low-dimensional chaos, we assess
the predictability of the series and determine the appropriate parameters for
neural network modeling. We apply artificial neural network forecasting data sets
from the semi-chaotic Greek Stock Exchange and utilize the outputs in the construction
of a trading system. It is found that the neural network trading system performs
significantly above random chance and other investment strategies.
Classification :
91B84 91B28
Keywords: Chaos theory, R/S analysis, financial forecasting, artificial neural networks, European capital markets
Keywords: Chaos theory, R/S analysis, financial forecasting, artificial neural networks, European capital markets
@article{YJOR_1996_6_2_a14,
author = {Costas Siriopulos and Raphael Markellos},
title = {Semi-Chaotic {Financial} {Series} and {Neural} {Network} {Forecasting:} {Evidence} from {European} {Stock} {Markets}},
journal = {Yugoslav journal of operations research},
pages = {305 },
year = {1996},
volume = {6},
number = {2},
zbl = {0949.91536},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_1996_6_2_a14/}
}
TY - JOUR AU - Costas Siriopulos AU - Raphael Markellos TI - Semi-Chaotic Financial Series and Neural Network Forecasting: Evidence from European Stock Markets JO - Yugoslav journal of operations research PY - 1996 SP - 305 VL - 6 IS - 2 UR - http://geodesic.mathdoc.fr/item/YJOR_1996_6_2_a14/ LA - en ID - YJOR_1996_6_2_a14 ER -
%0 Journal Article %A Costas Siriopulos %A Raphael Markellos %T Semi-Chaotic Financial Series and Neural Network Forecasting: Evidence from European Stock Markets %J Yugoslav journal of operations research %D 1996 %P 305 %V 6 %N 2 %U http://geodesic.mathdoc.fr/item/YJOR_1996_6_2_a14/ %G en %F YJOR_1996_6_2_a14
Costas Siriopulos; Raphael Markellos. Semi-Chaotic Financial Series and Neural Network Forecasting: Evidence from European Stock Markets. Yugoslav journal of operations research, Tome 6 (1996) no. 2, p. 305 . http://geodesic.mathdoc.fr/item/YJOR_1996_6_2_a14/