International Journal of Theoretical and Applied Finance · 2000 · 10 citations · 1 references
Social SciencesEconomicsFinanceFinancial EconomicsFinancial MarketsTime Series AnalysisBusiness CyclesFinancial Time Series AnalysisTime Series EconometricsTime Series ForecastingTrend AnalysisVolatility ModelingCorrelation DynamicsHurst Exponent EstimationRecurrenceRecurrence Plots
Selected data from Polish and USA stock and bond markets as well as foreign-exchange data have been analysed by the use of recurrence plots and the Hurst method. It has been found that there exist significant correlations in some of analysed data chains. Values of recurrence ratios and ratios of determinism calculated from recurrence diagrams decrease significantly if one shuffles the data. The corresponding values of Hurst exponents are in the range 0.56–0.74 and they also decrease after shuffling. The lowest values of the Hurst exponent have been found for single shares at Polish stock market while the highest values are related to foreign-exchange data. The mean length of the cycle calculated from the behaviour of the Hurst exponent for Dow Jones index and S&P500 index is about 5 years while the Warsaw Stock Index WIG possesses the corresponding cycle of order of 11 months. The performed analysis shows that in the economical dynamics the main role is played by stochastic behaviour but traces of deterministic origin can be also seen.
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Martin Casdagli · Physica D Nonlinear Phenomena · 1997 · 250 citations