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The exploratory analysis of autocorrelation in animal-movement studies

机译:动物运动研究中自相关的探索性分析

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摘要

Studies of animal movements have been popularized for many large and shy species by the increasing use of radio telemetry methods (VHF and GPS technologies). Data are collected with high sampling frequency, and consist of successive observations of the position of an individual animal. The statistical analysis of such data poses several problems due to the lack of independence of successive observations. However, the statistical description of the temporal autocorrelation between successive steps is rarely performed by ecolo-gists studying the patterns of animals movements. The aim of this paper is to warn ecologists against the consequences of failing to consider this aspect. We discuss the various issues related to analyzing autocorrelated data, and show how the exploratory analysis of autocorrelation can both reveal important biological insights and help to improve the accuracy of movement models. We suggest some tools that can be used to measure, test, and adjust for temporal autocorrelation. A short ecological illustration is presented.
机译:随着越来越多的无线电遥测方法(VHF和GPS技术)的使用,对许多大型害羞物种的动物运动研究已经普及。数据以高采样频率收集,并且由对单个动物位置的连续观察组成。由于缺乏连续观测的独立性,对此类数据进行统计分析会带来一些问题。但是,生态学家很少研究动物运动的方式来对连续步骤之间的时间自相关进行统计描述。本文的目的是警告生态学家不要忽视这一方面的后果。我们讨论了与分析自相关数据有关的各种问题,并展示了对自相关的探索性分析如何能够揭示重要的生物学见解并有助于提高运动模型的准确性。我们建议一些可用于测量,测试和调整时间自相关的工具。提出了一个简短的生态图。

著录项

  • 来源
    《Ecological research》 |2010年第3期|P.673-681|共9页
  • 作者单位

    Laboratoire de Biometrie et Biologie Evolutive, Universite de Lyon, Universite Lyon 1, CNRS, UMR 5558, 43 boulevard du 11 novembre 1918, Villeurbanne, France;

    rnEvolution Biologique et Modelisation, case 5, Universite de Provence, LATP, CNRS-UMR 6632, Place Victor Hugo, 13331 Marseille Cedex 3, France;

    rnDirection des etudes et de la recherche, Office national de la chasse et de la faune sauvage, Saint Benoist, 78610 Auffargis, France;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    autocorrelation function; independence test; GPS; radio telemetry; permutation test;

    机译:自相关函数独立性测试;全球定位系统;无线电遥测排列检验;

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