Statistical Issues in the Estimation of Functional Responses

J. Delong
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Abstract

In this chapter I cover some key issues in fitting functional response models to data and determining the values of parameters. Because some of these issues have been covered elsewhere, here I focus on the nature of foraging trial data and why noise, stochasticity, and individual variation pose particular challenges for understanding functional responses. I examine several data sets to illustrate methods of determining differences in functional response parameters and types. I also show through simulations that individual variation in functional response parameters may account for the noisiness of foraging data and also lead to underestimates of both space clearance rate and handling time in curve-fitting approaches.
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功能反应估计中的统计问题
在本章中,我将讨论在拟合功能响应模型与数据和确定参数值方面的一些关键问题。因为其中一些问题已经在其他地方讨论过了,所以我在这里重点讨论采集试验数据的本质,以及为什么噪音、随机性和个体差异对理解功能反应构成了特别的挑战。我检查了几个数据集,以说明确定功能响应参数和类型差异的方法。我还通过模拟表明,功能响应参数的个体差异可能会解释觅食数据的噪声,也会导致曲线拟合方法中对空间清除率和处理时间的低估。
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