Article ID Journal Published Year Pages File Type
7380999 Physica A: Statistical Mechanics and its Applications 2014 7 Pages PDF
Abstract
In the paper, we introduce a new measure of correlation between possibly non-stationary series. As the measure is based on the detrending moving-average cross-correlation analysis (DMCA), we label it as the DMCA coefficient ρDMCA(λ) with a moving average window length λ. We analytically show that the coefficient ranges between −1 and 1 as a standard correlation does. In the simulation study, we show that the values of ρDMCA(λ) very well correspond to the true correlation between the analyzed series regardless the (non-)stationarity level. Dependence of the newly proposed measure on other parameters-correlation level, moving average window length and time series length-is discussed as well.
Related Topics
Physical Sciences and Engineering Mathematics Mathematical Physics
Authors
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