TY - JOUR
T1 - The Impact of Information Signals on Market Prices when Agents have Non-linear Trading Rules
AU - Kyrtsou, C.
AU - Malliaris, Anastasios G
AU - Malliaris, A. (Tassos) G.
PY - 2009/1/1
Y1 - 2009/1/1
N2 - Several methods have been developed for filtering seasonal influences and extreme returns in financial and economic time series. The theoretical support for these approaches is rather questionable since it focuses on the effects of shocks on prices and not on their sources. Removing such effects modifies the true generating system of market dynamics because of the non-proportional character of non-linearity. Thus, taking into account that the underlying process of economic time series is highly non-linear we cannot be certain a priori what the impact of new information will be on the dynamic structure of a system. The main contribution of this paper is to demonstrate using the methodology of simulations the eventual distortions in time series data arising from the arrival of news when agents follow non-linear trading strategies. We argue that if news can really modify the dynamical behaviour of a system, then the methodology of filtering exogenous distortions needs to be re-examined.
AB - Several methods have been developed for filtering seasonal influences and extreme returns in financial and economic time series. The theoretical support for these approaches is rather questionable since it focuses on the effects of shocks on prices and not on their sources. Removing such effects modifies the true generating system of market dynamics because of the non-proportional character of non-linearity. Thus, taking into account that the underlying process of economic time series is highly non-linear we cannot be certain a priori what the impact of new information will be on the dynamic structure of a system. The main contribution of this paper is to demonstrate using the methodology of simulations the eventual distortions in time series data arising from the arrival of news when agents follow non-linear trading strategies. We argue that if news can really modify the dynamical behaviour of a system, then the methodology of filtering exogenous distortions needs to be re-examined.
KW - Information signals
KW - Economic modelling
KW - Non-linear trading strategies
KW - Heteroskedastic Mackey–Glass model
UR - https://ecommons.luc.edu/business_facpubs/136
U2 - 10.1016/j.econmod.2008.06.008
DO - 10.1016/j.econmod.2008.06.008
M3 - Article
VL - 26
JO - School of Business: Faculty Publications and Other Works
JF - School of Business: Faculty Publications and Other Works
IS - 1
ER -