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On time-irreversibility and other non-linear features in time series
Authors:Alberto Luceño
Affiliation:University of Cantabria , 39005, Santander, Spain , E.T.S, de Ingenieros de Caminos
Abstract:Time-irreversibility, asymmetry of the distribution, and the occurrence of sudden bursts are considered, amongst others, as non-linear features in time series modeling. The implication is often made that time series showing these features must be analyzed using non-linear models. In contrast, this paper shows that time-irreversible asymmetric time series showing certain types of sudden bursts may be generated by linear models with adequate input sequences. Thus some non-linear time series features may be caused by the pattern in the input sequence rather than by non-linearity in the model. Examples are considered to illustrate the situation.
Keywords:data analysis  impulse-response  input-output mode  time series modeling  transfer function
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