Autocorrelation type, timescale and statistical property in financial time series

► The influences of three autocorrelation types on the statistical properties are analyzed. ► The random number generator is exploited to design a novel disordering algorithm. ► The asymptotic behaviors, except the fat tails and central part, are investigated. ► The influences of the autocorrelation types are analyzed upon different timescales.