政权变化分析的两种新方法

B. Manly, M. Chotkowski
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引用次数: 13

摘要

最近,美国加利福尼亚州萨克拉门托-圣华金三角洲的几种远洋鱼类数量下降,这引起了人们的极大关注。几个研究小组正在调查这种下降的可能原因。这项研究的一部分是探讨这种下降是否是生态系统中最近一些制度变化的结果,以及更一般地说,自从1967年开始定期取样鱼类、浮游动物和粘尾虾以来,是否发生了一种或多种制度变化。已经提出了许多统计分析方法来检测制度变化。对这些资料进行了审查,但注意到其中没有一个立即适合于分析从萨克拉门托-圣华金三角洲收集的基本数据,这些数据包括在实地使用的拖网和其他取样装置的计数。因此,对于通常收集的这类数据,提出了两种新方法。一种方法是寻找有机体丰度的平均水平和趋势变化的时间,假设在没有制度变化的情况下,丰度将随时间呈现线性趋势。另一种方法假设在没有制度变化的情况下,丰度将在时间上呈现多项式趋势,并搜索平均水平显著变化的时间。这两种方法都依赖于数据的自举重采样来评估明显的状态变化的重要性。文中还描述了验证所提出的分析特性的模拟研究,并举例说明了对萨克拉门托-圣华金数据的分析结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Two new methods for Regime Change Analyses
There is currently a good deal of concern about a recently recognized decline in the numbers of several pelagic fish species in the Sacramento-San Joaquin Delta in California, USA. Several research groups are investigating possible reasons for this decline. One part of this study addresses whether the decline is the result of some recent regime change in the ecosystem, and more generally whether one or more regime changes have occurred since regular sampling of fish, zooplankton and mysids shrimps began in 1967. There are many statistical methods of analysis that have been proposed to detect regime changes. These are reviewed, but it is noted that none of them is immediately suitable for analysing the basic data collected from the Sacramento-San Joaquin Delta, which consists of counts from trawl hauls and other sampling gears used in the field. Two new methods are therefore proposed for this type of data, which is commonly collected. One method searches for times when the mean level and trend in the abundance of an organism changed, assuming that in the absence of a regime change the abundances will exhibit a linear trend with time. The other method assumes that in the absence of a regime change the abundances will exhibit a polynomial trend in time, and searches for times when the mean level changed significantly. Both methods rely on bootstrap resampling of the data for assessing the significance of apparent regime changes. Simulation studies to verify the properties of the proposed analyses are described, and also some examples of the results of the analyses on the Sacramento-San Joaquin data.
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