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美国森林清查和分析计划中的无应答问题概述。

A primer for nonresponse in the US forest inventory and analysis program.

机构信息

U.S. Forest Service, Rocky Mountain Research Station, 2150A Centre Ave, Suite 350, Fort Collins, CO 80526, USA.

出版信息

Environ Monit Assess. 2012 Mar;184(3):1423-33. doi: 10.1007/s10661-011-2051-5. Epub 2011 May 8.

Abstract

Nonresponse caused by denied access and hazardous conditions are a concern for the USDA Forest Service, Forest Inventory and Analysis (FIA) program, whose mission is to quantify status and trends in forest resources across the USA. Any appreciable amount of nonresponse can cause bias in FIA's estimates of population parameters. This paper will quantify the magnitude of nonresponse and describe the mechanisms that result in nonresponse, describe and qualitatively evaluate FIA's assumptions regarding nonresponse, provide a recommendation concerning plot replacement strategies, and identify appropriate strategies to pursue that minimize bias. The nonresponse rates ranged from 0% to 21% and differed by land owner group; with denied access to private land the leading cause of nonresponse. Current FIA estimators assume that nonresponse occurs at random. Although in most cases this assumption appears tenable, a qualitative assessment indicates a few situations where the assumption is not tenable. In the short-term, we recommend that FIA use stratification schemes that make the missing at random assumption tenable. We recommend the examination of alternative estimation techniques that use appropriate weighting and auxiliary information to mitigate the effects of nonresponse. We recommend the replacement of nonresponse sample locations not be used.

摘要

无法进入和危险条件导致的无回应是美国农业部林务局森林清查和分析(FIA)项目关注的问题,该项目的任务是量化美国各地森林资源的状况和趋势。任何相当数量的无回应都可能导致 FIA 对人口参数估计的偏差。本文将量化无回应的程度,并描述导致无回应的机制,描述并定性评估 FIA 关于无回应的假设,就样地替换策略提供建议,并确定可最小化偏差的适当策略。无回应率在 0%到 21%之间变化,并且因土地所有者群体而异;无法进入私人土地是无回应的主要原因。当前的 FIA 估计器假设无回应是随机发生的。尽管在大多数情况下,这种假设似乎是合理的,但定性评估表明在某些情况下,该假设是不合理的。在短期内,我们建议 FIA 使用分层方案,使随机缺失假设成立。我们建议检查使用适当加权和辅助信息来减轻无回应影响的替代估计技术。我们建议不使用无回应样本位置的替换。

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