Model selection in ecology and evolution

被引:2943
作者
Johnson, JB
Omland, KS
机构
[1] Natl Marine Fisheries Serv, Conservat Biol Div, Natori, Miyagi 98112, Japan
[2] Univ Vermont, Vermont Cooperat Fish & Wildlife Res Unit, Sch Nat Resources, Burlington, VT 05405 USA
基金
北京市自然科学基金;
关键词
D O I
10.1016/j.tree.2003.10.013
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Recently, researchers in several areas of ecology and evolution have begun to change the way in which they analyze data and make biological inferences. Rather than the traditional null hypothesis testing approach, they have adopted an approach called model selection, in which several competing hypotheses are simultaneously confronted with data. Model selection can be used to identify a single best model, thus lending support to one particular hypothesis, or it can be used to make inferences based on weighted support from a complete set of competing models. Model selection is widely accepted and well developed in certain fields, most notably in molecular systematics and mark-recapture analysis. However, it is now gaining support in several other areas, from molecular evolution to landscape ecology. Here, we outline the steps of model selection and highlight several ways that it is now being implemented. By adopting this approach, researchers in ecology and evolution will find a valuable alternative to traditional null hypothesis testing, especially when more than one hypothesis is plausible.
引用
收藏
页码:101 / 108
页数:8
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