Symbolic dynamics for identifying similarity between rhythms of ecological time series

被引:41
作者
Cazelles, B
机构
[1] Ecole Normale Super, CNRS, UMR 7625, F-75230 Paris, France
[2] IRD UR GEODES, F-93143 Bondy, France
关键词
cross-mutual information; ecological time series; entropy; mutual information; rhythm of a time series; symbolic dynamics;
D O I
10.1111/j.1461-0248.2004.00629.x
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Explaining the associations between animal populations or between population and environmental signals is an important challenge. The time series that quantify animal populations are often complex, nonlinear, noisy and non-stationary. These characteristics may make it inappropriate to use traditional techniques when analysing these time series and their mutual dependencies. Here I propose to use symbolic dynamics and techniques from Information Theory to evaluate the degree of dynamic cohesion between time series fluctuations. The main idea is to check whether two (or more) signals tend to oscillate simultaneously, rising and falling together with the same rhythm. Based on synthetic and real time series, I demonstrate that this method is robust to the presence of noise and to the short length of the analysed time series and gives relevant information about the weak relationships between different series. Furthermore, this method appears as simple as classical cross-correlation and outperforms it in the analysed examples.
引用
收藏
页码:755 / 763
页数:9
相关论文
共 30 条
  • [1] [Anonymous], 1992, ANAL POPULATION ECOL
  • [2] Complex dynamics and phase synchronization in spatially extended ecological systems
    Blasius, B
    Huppert, A
    Stone, L
    [J]. NATURE, 1999, 399 (6734) : 354 - 359
  • [3] Buonaccorsi JP, 2001, ECOLOGY, V82, P1668, DOI 10.1890/0012-9658(2001)082[1668:MATFSS]2.0.CO
  • [4] 2
  • [5] Detection of imperfect population synchrony in an uncertain world
    Cazelles, B
    Stone, L
    [J]. JOURNAL OF ANIMAL ECOLOGY, 2003, 72 (06) : 953 - 968
  • [6] The Moran effect and phase synchronization in complex spatial community dynamics
    Cazelles, B
    Boudjema, G
    [J]. AMERICAN NATURALIST, 2001, 157 (06) : 670 - 676
  • [7] Cazelles Bernard, 2003, P262
  • [8] Age, sex, density, winter weather, and population crashes in Soay sheep
    Coulson, T
    Catchpole, EA
    Albon, SD
    Morgan, BJT
    Pemberton, JM
    Clutton-Brock, TH
    Crawley, MJ
    Grenfell, BT
    [J]. SCIENCE, 2001, 292 (5521) : 1528 - 1531
  • [9] Denbigh K.G. Denbigh., 1985, ENTROPY RELATION INC
  • [10] Climate and population density induce long-term cohort variation in a northern ungulate
    Forchhammer, MC
    Clutton-Brock, TH
    Lindström, J
    Albon, SD
    [J]. JOURNAL OF ANIMAL ECOLOGY, 2001, 70 (05) : 721 - 729