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
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/