Estimating 1/fα scaling exponents from short time-series

被引:39
|
作者
Miramontes, O [1 ]
Rohani, P
机构
[1] Univ Nacl Autonoma Mexico, Inst Fis, Dept Sistemas Complejos, Mexico City 01000, DF, Mexico
[2] Univ Cambridge, Dept Zool, Cambridge CB2 3EJ, England
[3] Univ Georgia, Inst Ecol, Athens, GA 30602 USA
关键词
noise; noise parameter estimation; 1/f; coloured noise; time-series;
D O I
10.1016/S0167-2789(02)00429-3
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In recent years, there has been a concerted effort to develop methods for estimating the scaling exponents of time-series data, thus permitting a characterisation of their underlying dynamical behaviour. This task becomes rather inaccurate with data of limited length (less than 100 points), as is the case in many real studies where observation time is constrained. In this paper, we explore a novel method for accurately calculating the scaling exponents of short-term data, using what we term the multiple segmenting method (MSM). This approach relies on maximising the available information within a time-series by generating pseudo-replicates. We believe this method is potentially useful, especially when applied to biological data. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:147 / 154
页数:8
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