Missing inaction: the dangers of ignoring missing data

被引:258
|
作者
Nakagawa, Shinichi [1 ,2 ]
Freckleton, Robert P. [2 ]
机构
[1] Univ Otago, Dept Zool, Dunedin 9054, New Zealand
[2] Univ Sheffield, Dept Anim & Plant Sci, Sheffield S10 2TN, S Yorkshire, England
关键词
D O I
10.1016/j.tree.2008.06.014
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
The most common approach to dealing with missing data is to delete cases containing missing observations. However, this approach reduces statistical power and increases estimation bias. A recent study shows how estimates of heritability and selection can be biased when the 'invisible fraction' (missing data due to mortality) is ignored, thus demonstrating the dangers of neglecting missing data in ecology and evolution. We highlight recent advances in the procedures of handling missing data and their relevance and applicability.
引用
收藏
页码:592 / 596
页数:5
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